{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Serving"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "from PIL import Image\n",
    "from grpc.beta import implementations\n",
    "import tensorflow as tf\n",
    "import matplotlib.pyplot as plt\n",
    "from tensorflow_serving.apis import predict_pb2\n",
    "from tensorflow_serving.apis import prediction_service_pb2\n",
    "import requests\n",
    "import numpy as np\n",
    "from StringIO import StringIO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "server = 'localhost:9000'\n",
    "host, port = server.split(':')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define the image url to be sent to the model for prediction\n",
    "image_url = \"https://www.publicdomainpictures.net/pictures/60000/nahled/bird-1382034603Euc.jpg\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image shape: (407, 615, 3)\n"
     ]
    }
   ],
   "source": [
    "response = requests.get(image_url)\n",
    "image = np.array(Image.open(StringIO(response.content)))\n",
    "height = image.shape[0]\n",
    "width = image.shape[1]\n",
    "print(\"Image shape:\", image.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ceeMiK2vbfPDhI269/TpHj48oZ44Pjo949YfwxnqHiy+/wu9sDvjh5B7diaOnQlWAM4Fr67ogUXoBSbRMLW0rJtmMIrWiyTBqfDSMmjA5GFBjAo2QJoBMilbV+Bv1n9TvlHjeyERqLpU36jZ13rn61cW5OwFYzltGKKPWfLLvKaX+ptr0Oc3+n1IajBZZvD6nqrJr0hqDxvyX8uWun0oyCob7RQna2ODvjSBUIFNULF669d1sfGCQ0h1WCqxL0il4O0Wjr7iqxdVG2xnGVKhbCcfJCJpx6jZK2bPOhEI7GN/B+ODqZ4zBG09llJ72AMFnPLiPpQ7/fHTMif8k0meJ5lEC/y6BfkllMdGPXLTxXbdaoFqg6jHeo9IN6wAI97LWxrbQ2KcUouHWGIPzPt4raitJQq0/XV0HTSM2dpzkDdYC8NgG6XdF8Vk/rPskwdDrfdDAvT9fQBFsbQPxAj4ZnSV1Ol8/KS9j+EtALrE/adRSqI+p+2OiyGprMw3DIEH7ie0jRiN2SHSB86iXYBxORlEvtZFUUDQqOeqpvf2eNX06AD1QeS1aguizXfPVJvp/Z7NbbggrNPBRVgKQeAtH1QlupLx1+zYfPdzn89e3efnfuc27P/yQ+6MTBo/h8ukaF2SLv/L62xQrFQ9nu0xkhlGHVOA6MO5CoZZuZUBKwgCNZTAN9VOX34SBHQ6ystd0C8xTR412lt4z5UkSp7Q64fw9WmC+tI5DL1k2EOYHSX4835eeR2iom0cb9fXsvLLw2aJUnkFTK/AYDMYLUCAmGlNMgYrBavBiMXFiAI+zGkE7AJj1PaBC5Tic0y4iHcR3UbeClVmciE2zoEbDhJ84fK/bIELwM4kZTAQ3ggudSPL/hnkXRbxp7C9ZXSzWVWOUE/GoS8ZTk/WRrD1FgBJsUPkb7r2KfulJQ4h0gAbaR1Ha/Pk8j36+9JuAMZQBctuNaoTY1P9kmTYRPFS8agR/xWlcsBQnf12oq8X1K0CcfBy5X3tbMGjX+9KkaRLPx3B27bzWboM7qcaJPYyrNh2jKGKU4M0aKKYEd8+jXH86AJ3IdLR8uNOgyztyAvkEkuFNjQluS6bOA6VWUCinMuQHh+/z0vVrvOP3uX5pwPpqj4kR5NI2pxVMn5ywIyv82l/8En9of8x3R3ep3JieeIoqSskSJO+wmLThzRupMS56sbFcJgEREA1OZO5v8/xv844pDyQwT3y9JgltmQF0btFFzWeGGoqfLhahzXE+q/r5E2iATfnmuMjzktbv2KyG1FpCzzWbNPmFglnKyFunhS1RQotlF1MlkpKWO2NEZjWKLX305+4BYLRDkIEtaMGsUwbvBDxWksQcyxJVtX45xVmhLJQgoAsdDN3K0PEWX7g4SJO3iWbvFkZx0MIaibylwtM2ADfjIBjYgjE1ea74yKFrdJ1r16HRAlWDikPV4H2o+8aFMbaZONSbKMjMeQ/N9Uc9A+BzN8SaKkrfk5HUt4F8kSZSGj7UNG0d+f7GCy1MmEZtfGebCRVz/VAzf3EWhYuFlLVDSjVQR5dkzV2Pdf7yUPcqyUYUy9QaI/Gip5sMWulTAehJI2rAvOmktXBmNHo6RD0/qiJhPHk0Gm/SuwdnK8fMjzmVigennrWL61y8vEbvxjZuOMRd6FM5YXUiHB0esPPwFl+98Ba6ucE7uz+kKsesyIx1B7OiYlY0vqTzYC7J5zwN8mzRkWYSevDK8NkLNypeo4EksGlL5kR/fEjq6rKWXsbxtoG9Bv8zgH0ZyEdtuyUoP2dfOyc1ba2SG0a1VjmlNQjDis55GknFpoYguCW6aPwMEqUzYcWl8QZRwUqXwnXi+4WVo5OBUtBDfB9ThxBI5bOs+LUgI2oJOFykEFQELx3A4HvHwUCPYCqJMYZ6gMVhGne9CE6BMqGhcUTqgZkm8VoBWyqpxyX4CcySpoIPYK0a10CVrWtFBEc6VwSqJ3MXDPSioQbA6EuvWpEvkvNLOIG8/+TeVjW4Swb8EoA85T3XrjBnH2re30XwbBZcNStvTf0Z6qyK75T6UJTYNVb43Kek1orfvUllsVHudvg4OFRM0MuiN1aiv8Jkps3irCiJa9Q0DPF6o+CaNSFAs2bjGdKnAtBJ0rlpS+phsU7irGLWWjKmoT0E1HoC46sYCS9WRDAwUjGeHfGj/XdxO1OufuMS23KD8tGIJ3cecDwp6GnB+I/us37tAr/5lc+xuSHcn+1yf3gfdRMcoKbxpA30ZTaxxL5Rz7gikeeM1m9JvtXLKKN5aSDlySXzxssnSTTzIAfz6m46l/KlgZUqrglMVGsSSTQk8IrtuCutq0PdLonh0rJ/1dL14m/1dUmgBiRSQ4n7NGnCrN81+ZknUIoFARQbgEJcvE+JNYLxsXFMF1NZVrsbDGSNPn06rodUEuJ2lB53tEJHCm5dv8mDex9ydLjLbDbD+A5iBlx9dRNbKEfHu3h1zLSk0+vSW11FihWM7fCkMJTjEQWGwhqcc1TicBYooBNfOHHo6ue8e9TgMk42b+dl3+dXcCYbQwhgldFsWUwg71P8FxdBPyzaSd/BBo5YfN33jLFBGKjpilBWzHI6rQ3qzUSRe600wOwX8icgr426+AVXxsblz8YxkeosxsbxBYILYRB0VucVmfcQaqRjY4JPe5K6k+tm4s3nx21ajFWXyTUSu5qwajd5DWmanKP7IsYEocNrDeY/jaT06QB0CB4kRmrDYpJu87Ux82BeA4wlSsQBmIKvcQM8Jkp6++aA0ycHvL+7QtFd4/XLt9ncusajP9pl87hiY+siox89ZP14zDffvsbexmX+hSm4c/wRpphhE+e2lDdvS5VST0JpYJq44Ciod835RYm9ltAl0TQNXVNz26aZHJaBeDrfNkbaVp48NECd9ym0ynnCgkgjUeb3XZYnfYeMYKpnbV9L6u1rl3u4NOeaiUtMMDp1tIvRHoVY1uUyg5UBMgQ9URhDgUEq6NHh8PCQjWrKyy9dZvXuh7yyWjE1FlyfH7+3y97jPTac49q1ywz6F5nODplNhzy4f4/T0YzNrR06vRWuvnSdyeoGj82MA5lQ9RSkYkWgU01R6WXlbbjcAJAg2Abs5yTz5RJ6zORTHcWYK0lCh8QZkty2JC5gEt8BqRBMXDwUxCJJkqm4yOwHv/qgaSaJNo45f76boojWfuYObf1W8+qZhA60PXMI4TlUm4VA4axkK0jz/mCzv2ggjlRUMDK7GshNNFqmvD6Fw2DOyaC+uY/urY3WkCaAuk0ieDX9tfmEZDvJhRyt/dObpdQ/Gb/5qQH08L5zvuYy9zsZ5qXzsS9FqrJ2gdPseo2amCNI7RUlM3/M+wcfcam/zWduX2G4/4h7+w9Yn5Vs7Bs2djfYVsvr61cZDUY8meyiOkWMmwPqpgy5pTsF5hFppNTWC51bGZmEnqWzgHvZuWW0SVrokj3oqZLV86YcsJ+W7+zfFsErhQRoZ8xXg4aIiMZEbyQFKwVaWQrt0y9W2ZZL+KFjtDdCjyou9i4gpeJGMxwwKLsUpefRBx9zbWeF/syxuWborayw2zlkZh3uyWM2dzY4vveA1V5FMRuyNTyhfLLPhlqKTjesCt3o0d8o2Ly4ykk1pjTBzmEUKtrt2Az2kDSGrsrfdn7KSp5DAfRdLaEm42WiGGqaTZOboq2fIRKX0qeonKJZv2kk1nkDa0iOFM2z9o1faPgE0hmAzxnyQ7TOQEc00T5zzrxtJD036aLx+Gl/C/mya5t3XzZO8ok4HWegngG6V8gBPeWpA3Hl9MrSZz17+lQAekOvZJx0LYUnD5BFI2TDtwsdFCdQRt9xMQafrOsmiOtbU8F3gotjgTIZPeTR+ICx2efaL1xh5XueD8dPODkc8vr3HGtrA7729lV2bnyR70zvce/kISPdjV4KTdlbk4wB0GxRTMqXlgDnjb6sLubPN6tXU+cSs6zBF7lzMRFctZ0vH+Tp81k60TLpfFkHnD+3eNzOm4MHsbjSsiXk+dreC83AVKwPqquYwOoWvsN6cZGNznW0Knj07V2ePHxMMTP0XYepHXLt4iV2tjYZDoeMTkf4yX2GJ6esD7cY6xHDDc/WxjpvXNxm9wffw/hN7vzre2yvGfprlv33P+b2tTVeXQU5fYQ1XXR6n3K4zc7xBg92+7j1NY43VznqCqcGulo1A1xt/daaSSHzE+OCwY78OI2J6C6nmVpLVRt9g9HQhVgiiV6QBPRFoBNMA+i51BnANkn+qf7b0nbdfkukdO997cZa9zuhNoKKLvFuYZnHS5tLXwBSnQfydgjlIK1bjPFZzKTkZtgAepK6l9Es6R0CR+8yeiYCuKla8ZhMjUUZ0JsmdhB123oa21sm2JJ/Pz99KgAdEigG0M7joqQYFhrtXRqX1yfeOk16s3hNkQAUX0vOJvpXlz2COyIawhILVGbKIQ+Z2iM6f/mbXHi3R/n797mzt4vsC2+vDnjzaI2XP/NVvtX7hG/P/oTS3Mc5sNLB0UHtCDFgyw4DV1J2YWTDBGMKg/WGwktYlSdaR5RMf4ESirw7il1wW5wbNGpQGgMXNEunW2kZX52tPqv9bBXQENYzGX6EACi2nojOkNxTnJqWe1VjvM2pqVZ547HPJpWa/62pqSAFgtKrPM5AVRjUlhhRDDYO5T6IxdhZUN21C36Ntd5V1o5XGb17jDmtqPbGXCoLrO1wrF1OBlts9wo2y4fccAesTh8yNA+Y9C/x4x+9w+ByFz+4wAc/+oDq5F2+eKPDv3p/j/VLDjv2nD6Gi6swGp4yWAU7nbHV7VNVM0a797h1sMq13gafeMcPr26x+QtvcTyZUhmDAaw6RB0iipUCVwliQjAtsZ0gqWtY56Aa+r36KnqrJKAlSso0oJT89LEZAAa+26vgfXBvDPyww0c3SfXgCTFJAicsUaIPPHHuCRK6V3VmR8uFBR+s2i3BYV6Y8Bl45+frvDVLqVHkF/BhIkgLCr1EGina0TweI4oVj0cwpouqUkgjLqhI8Fwzod+Kagg/QLJ5AdLYIUz9XQnhHmz0CEoUWcAXrzQhPiJnHigvgxhBXaBZvVQ13aLGxhg2EfwVcPpckRc/HYAuYYOKhrpoS+hAtqlF/lsmoUkDGrnEPA8k7QUATUUNh2Penf4xf+HVt1j1r7L3rbv0p557H9zl4vEmAzPlm69cprPxOf7g+JBTf4pWJStVwcxaZoXD2Ipx7ByFD5Vbu47ZZPmTOeagvSwdlquu8yrg2XmfLy2j6vLinSdp/6xSI2XnoUbbqbJhoQhE/leJjGjsN2kQFl1M1eHy4BLFvvLoex+x5TZZHWwyORlyMp7SmXquXNigVx6yfXBMWe0xs56VHmhZMJtNuLi+ypPdIUe7j+h1V5kN4UPtsLMJg84KlinD0ymDHnS7Bd4XKI4Td8q686x0LbPZMevGYSae/gPH7uATutcu83FvAhEyvCgeS+VjhEmxYA2lDrHG1IvWIMFm4A5broH1xJf6Rx4EbNEr5Eypt/49+aJTA/FZ7VaX7Rzq7kyQPue6xbKe/Zxl5ZqX0o1xGLV4mjUAKapmbjjOP1N/P7vuJLp75hpJQXAmD5OdFxPXKCR+JbUx4DxiYswgTa6q8blGorcLzyqcA58WQCdw3I3ULbUk2wL5Oem9lurTdSwC+SLl0YB5/pu1MLR7fGv/j3ntlbe43n+d2QdPePCDR8gnE4qq5IYM+Pwb19i/8DV+MHqXcnSIrWZY38U4RWXCsAc9H/4MIE4pC228FjBBqggH4d01LTSARvVOADqn7sWVoj8LYM3BvF4kQ/uczA2keazNQ7JI/T7PUYa8Dha+N7RCaYjSl8F6G43ePsTvjpqGN4KWsNXdRj+eUX405YZu88P3PsL2VtjYKBhcuISdGTZlwuXqAZd7FYejGZ94yzsj5cHeBZhVXNruUqpnPJvSU8PjJyWbL69x1R7zyd0RnV6Ha9c2KDnGTyuGxxVr6wUTxjzwcPEQ1gG1QzYvwKwcc3C3YsMLs899PuykI2UE9JKKMu7QFf6K6iaVG1G5KV6nKCXqg7cG2nDfWUuQJLvQVmlzE4mSeFhAJN4Go2vU6ExynfMhTG7w2e6Q4rU39Ixkz0vg1qZe6pLMUS7JwLhwPgf8wtbRAAAgAElEQVTKJRJ6Ox8L14Y0z103gF4UXXKqVqXC++i5UgEFqIueQJ463DESvOV8XDmbPO2ad1UaKjTUS8t+RkP1iGqkSKs4AcS+6qOEHmkjNdrw6YbQDsYQg/jyrOlTAegibQ49qejNdnNCHcUwo1lqknoOnMOKtzaYh89GjUrSfeAKw1J9a6GcnnL38F3KCy9z9Zd2KFcr2O9w9/5jTlS4uP1ZfunWL3DpwjUeDR7w3u4fAGP6FWA7lFqCEVyMl5zczyW6BjaxKQKHl6sQEgvdnMqk8TNWgJ4H7EsE3dbYy4dEInfqc/psgkHtn37Gs4Q26Nc/1ZNW+tTmeG4CAxt4YPXY9CwJQoCXxn3TmgEbZovq/oiT75+wOlynciM2N65gB30GpscnT/bZXHV4t8/mhYIPHo34p98v+fjY895Dz8woPU5YK+CzN/tsdfp0/IyLq7C3d8CXXuvz2Dr2jkukZ7myUaBVRVehI1AJXNoPK5Un610oZ/ROhZdkhQeHJYOXL3Oz/zlKhbGDybTk4HhKVcJsooxPK7Ty9FZHFCtduiuwue0ZlbtM9Tio9OKjthK9rrAteir1cquKStjUIWyskVEwtUtgNXc+AXx01TOZ7UY0RhbMKcFlbdsGbp+8qpgD9fgv5TsX0Bf4+rP9+nLeWsQGes6EcMjgMeIwxuM1bL2nGoKpGWk6cuv56GJ5NAhbSUpPUKqqoCl8c/DX9xR1MDjvqwhbQRMzhDg9ohLsGwBxhyof3SmfR0z/VAA6JMk7KpU2l8BjDS+VzgE0cuuRr0qxTiIFJRK7uETqLeYPKT4vbkjRKWFFwbhT7k1+xN3pj3ntsy/h7iru1PLR4R7Xfv9P+av2Zba3rnO8fZm90zt87D9CwsJUVmcC3S4TE+POSEmhivGxee2cgVDJPGBC1L22e0PyIEgn2h4FZxlXYxVkHXFJnc/lhUZS1ySd+8Qdtp9T3ze2w/z9cwl7adlakn2bUmp+jNOMhMEhMV63iOJsNDyLRXzYAWaddXgwZe/bn3BBr9DpblL2B/hS8A4ODz1Gu1zfWac/PmTt5hv8w9/9Z4y2vslsbZVrl1dZ7Z7QX5ly8PBDvv2j97i50uOljQ63riiXqhmC4eatNfThhMODCdfXL1COD9jcAlN5ypnhcDbg3QcTTqd9ZmWX0jumK5vsfO5XKL/7Bp98Z8qbb73Jx48eMKuUw9ExJ6e7lOUJhhmdwjJkl2Iww644vvGrb1GsFkyJcUpQCg37ooY6C9J6MAYnw2WiTpTkt1/HBo9G0DZ4V2HVKKaWzkHiBhdRetIk2edrKRY3EJnvJ4tgfDaAN/c9m95bzBv2QXUKaas8leSyafAEAcv7pFWEPVzDRJhsBkoDysnpYX4D6bzcLtoVAriHWPYaJwgfhBlTxDEW3S5jXPkw2YB6h9gCrcogrUvSJJo1LGrSOHi29KkA9EYab1MliTcPJ5rzzYUN6GuyjNB0hkX+/KwChLxFZSg7irceKzMAPijvcPzyTV5ZvUr5pwcc3j3k+//sH3PxyhZrL23zq69/ib+3u8dh/5S+lqy6LlsbVxg5mMxmlH6M5wRjwlJxvLYlVtEW7AVAy70LEmifLaE/jdt+KgUSb12vgs01zDOeeV5aBvDPlhq1Nnmz5BOWwSFaokYpBRBL4Q0Ds4bFUt6fcPz9J+z4DY4PphS3VpjQwznPlYuXeXB0l0s72xw+vMOt6xtMq3Vk/Q1Op4q6Y6pH73BsLvHIHXLz9muUt9aZHN3h0fSII62YGPj4yQj6hlnlKQrLk/2SlV6fCRWTkeKqDX68e8CfTODR6Sky6YCH2WSC+86/5pWbnku3XuOdP/wdHh88wVihZIJnyMydMBofsL7Zw+7M+KVf+XfZeWmbg+lDTqsjPLMYOKwg2AZTLBJLzXunuOzRmBnay0WgzuOiawB4XLxPwTzI5v0q0JSJ5zXZ74urQBeAe07qrc+fIZEvz9OIH0kDny9j6iX1qtH6Rs3m1wl0DVFqjwt6wi3ChNfkM+dK6DVP7uMGIEIE9iKel2ghq+IEKqhVVCuMTzFdPGIL8K6hW6KUFNZvzblyPyV9KgAdoN4Ri6R2p7+MLmmBfQ7Qiy97FnifI9ACQmlC/I0QYRHG4hl2xsw2FFnz2NWC3aPHrHRKOj3hxq2bvDn4LH88/j50R1TesdodsG03GI8m7I2ecMIEJ1NUwXj33LUeJIazC/7T8OnyFGql9pDMtYrsd3dOPf90NH/bbdGQLeWO0STVF/To0Su74JTxkzEr2sc4y6yq6K0McNplrd/j4ccP2dzepOgq11+6SsEBd370PuV0ijDBjU7xRx/xcPwY7Xge7j/k5Zu3ka5lOKsYKnx8AFtr0NcOVTXFinA4nqKdLivFCgfHI/b3T7i7B/eOYbai4Gdsrq0z6Fuu3d7h1Vc3uXdwh8PjR3RiPzgZHjGcnWA6DrqOYqXga798i+3rltPyE8buGCczVMKeoH4hTnaAjVpSj+C7LMJmEBaaLQdTCn2oWZEZfNRTeDEhX4SWVvPO97unGTqfNc/y35OQc3a/arS8+gy1v3j0+gnCQhOUq/E/T8KDzQA0THrxrhGAqb170kSagquF3y0p1EStecZFTGnkhDj0YdNwTc+VxhDqUxz8+ML/xjh0EfkQOAk1RqWqXxWRbeB/A14BPgT+hqoenH8jsj06pa6IXEJv0SwtymX+u9Tnzi738vPeRlFVDeI9hYeegfFkn4dW2P5cl4flMcOPHf7AcaGccKvT4T/50i/z5LO/xt/53v/A3mDIo/tP+NWXbrO2usqdasD3qpJdLemKZ8XDiEiHZItlQuP5SDIkP/EGyNOAS2megz4rnQeq80ZRjefqe3O+6kuWX5aVKdE3TyljK/OS8yKBh1TCBgiiitUC63usV2vwBCZHEzoPPToU9k/GbO5c5Wj/gJORMj2q8DPHeG0Fz4iv/eobvLW1wsnQ8j///v/HwVQZHe3THc/Q7gznQXzBgzs/4PblDpvrHTY2VyhPxhxWFn1S4SqopEJX19gder57MOXoeMrwFD6qLD3T4daFV7n1l7+K7/cZKjy5+4h7Hx5w6DwnhyVHJ/vMyhGuP6V7wVFcgVe+cJ2vf/MXGPKQO8c/puh28AXBfVENooaOgsa+Wu9qtGThVaBYoI5lkkcyTJtkm7Ti0UfqJQXpir7VEciaoFxNX6wnhLmJo91nfzqBI79futficaSZNANqTStBDapFzZmnOkt0izGBcgq7HLo6PHauHcx3X1EbNaFUJ+1x2njRRG1CkrSfjMMlhiIaZeN1okhlIx1swutADB3wb5Zy+Uuqupsd/23gn6rqfy0ifzse/xdPu4kxQgpOFZYXN/ETgLjLChEttBUzaMlcv/QZy8CvrZkpXQWtQgxph9JVR+Eq9vxjTtdXuPnlLQaDCzx69zFH+wesV3e4+GSVK9/8DF+8+hf4+/u/y452OHznPpX22LmxwaWty+yWJ/hyGvpBJ76zzoGd1xgXo+mY8x144U31p5OGVWn8z7N75AB93rXn0ORPnQyWX7T8tFcb1xNE8KmUC/11BuUAHTlk5Ok6z4iKte1V1ja3uX93l1s33uQ7H77D9vYldjavMqz22DvZY9g7ZOfyTW7dvsKffmtINS7oskZX1vDuFNGSASVfe2WHnY1VVqcPkBJ2T0v6vscKXfZHI079KXcfw1R6rK5tsfay8JevXWTguuyeTLjzw3/JYP0yW90byMcj3h3ucuQeoeoo/ZhOz3DllU1e/uJlbn/tZWZrI+6W76NVl85gnXFVBWOerxBRjINCPFWmueYUSB7Std1Wi9J06Ddac+rpfE7jKTmllyTPNmDPN9m8pN0sVoI0NtOz0yfIAijmff+sfpT280zvT1aiZol9MH6GbQEDyFssKXaNtbbu7H5uvKXfcnoolKdxWWwmriw0oEk++tHlIHoOhZAGgWcPE0MYwIlaVZFIuaRXSSbuf3uUy18DfiV+/5+A3+VpgC5A4ReMmIjW341k0vd5AUXOeXFVQqB5bXzaIRsIteRfxjjLgVIQA1aUqhzyoDuh/IUVOhur6L0K7j0A41j/7h5/fe0bfPnGK/y37/89vjs4ZuX9govv9dj5pWt0LjnuTj6k7E4xMYqtGHAi9RZY9Y6VtUdU7CgtQ+7yV05RThNAL1SxhorOO6XxQJQaEoCHas+0hvn7zIF0vpdGPmYTJ5mYs7niBpfIOBGpZBNTut5EVVkkqvgzVDrMpI8Vy5a9wHV3m+mdKb39U4oTZTrzmNkIN5kwYpXX3/wK/d4av/7r6xg3Zv/eHTb8lCd/OuR3y8dsrX3Ir79yiw//9AM+HE8Zrm0hboLvKLaa8o0v3GLHlNj9E3b34eLVHmOtODktudKf8Zmb0L/U56//+jVuvnmDi5tX+d637vLg47uYU+GP+iuMRob9h8d8+PiPKJky45RLdsj6jQv0XlvDbHV4+9e+wLQ34Wj2MVKaID8WFThPz0gdJVFE8NZQ1sBtau+kJsWgW0oUkKLhmGwLumT0FII7Tlxdi7rQGL6oaQitgxAkTaCR+muwneesszEo8THpTDvIs6nzpBxtm1De6TXLG4+lcf+DKHlLCPtrTeS5o9ti8I7qhvymmWjwBKcEjZthExZZpcVFjqqOqUg9CQUSxGkwRPu4yAuxpM1JDAakiq9g8D7SNCbEwSR6u3gKnCpiu4i4wLurYCP4Y5sV78+SflpAV+D/ldC7/jtV/W3giqp+En9/CFxZdqGI/BbwWwCd9SZaWW4ASAbP9H3+9+XHsWD6dDrieZOI4JzwZPiAW69cx25u8Lic8O2HD3nFGPjj73J54zV+Y/t1/hUP2bh5lXt/9xNurlzhzb/5RXynw/eHD+j7wECpAbzH1jGnDWQdNDfsql+cyFpDKFbBs4B5w4u3K0jmzgXpo32veUmpNhzpYhs8S0ognl+TrxlIqSM9Ku+xBfT9Kp+59AUefXuftXGP0dDhXA/Z7PPVr/97rPQuMp4MELPGresX+OTDf4mbnLJ9qcfw6AnD3Qf0ZgWnTw7YeqnDf/DNW7xz5wl3ngg/vL/PrZsXefuzr7FW7TM5/AQzU67c6FNWin3s+MxNeG2nx9Z6FzvwlMcPufcHu3wwregVjouzC7z38CP8ZIX+ozFd6TI0U7rdigtr0Lk84Mrr23zlN77BtOd4OH3C6XhI0etSOUVMB1no45DvLZpLtLUwJzbLKyyTbTTN2kRgl+Z8vo/nvGFU6rg5Kc0fP62dFyXu8yRyWm+2SLvELwv5m9+aGOeJo06bORtTBJCORsngzlgF4SJST02/Dgt/WvSRmqyepMYur9Gts/7dRjwP7ovJ1TEUtRMmUFORYuk49bUbpfiAiU3IgGdLPy2g/5Kqfiwil4F/IiI/zH9UVZUzdMAI/r8NMLgq2kjMjVW3vaBGW5+LDZ8qPH9G/PVnCOxOQHtT7lV3WdteZ+PLl3j0x/v0xiesfvgh04uOz1dXeeWNX2Tt0i3+zv/y31AdzrhweoMvDTbx/l3un/5rZn4KNmwrZl0QsYOPeqMmtmWbAOq1t8+CXJbeWVvnVOuaidRKtsAq5q/plbRzjzbn87SM3llu3Ho6XXNWm5xFL3kKxJZ4nXKh9yqTDw2bkx02un22P/cWFy5coLNxiUcfPeR0t8PwRHny8H3cgy47/RPc9BDRH3Jtp8PGtctwMqXj1/jowV20hM8P4K3X4c0Ny9oFZe+jP2GlDy9tGS5urjM8OqazJdhel9euGXpMkImn9CW9lS4nexVGhdNyxt7pI3Srg713xFd2Okx1Ah2h1y/oXxnw4Iuv8LW/+A3eefA+FWG7xCRtCgWiBUjZAucFEM/qqQH0LOiU5tfNt082AZvkk24y2iUcB5FUarBtBK1G0g/fl3Po88+UrPOk98lBfEH7E1P/njywHHP5WyEvsolPtA4rkSjcFJZ5qVE0aiRB8yC+q4/G0qLeYBrASBF93CMNpWHNcgoBYOo9UyVsGBIXg4d6j9v7SYFawTjihvLxFXx0KTVlGKte0IVAYGennwrQVfXj+PlYRP4+8HXgkYhcU9VPROQa8PhZ7hU49PxMVJdakvnylHeE5wHxeSl+Ocfenlx8t8KXQAFHnMKOZfNrF9AHBW66zuPpY7bfH/DZ61/n6me/wH/+X/2X/It/8He5Pe6iVz5Px96k5BG7oz1Gsk+BUrgwUTjNZJ56AMwF40oCiCwGy5rnwZWcgsmAPNVR62LJfNBzyG+fmwdq7xeR+3kn0Gdxy6qYIqai4wrWzSXkcIurgytcuXSRjUuXGE3GPL77CT0t2Bh0mO0+4FJ/xMCd4PY/oRzvc7E/huOKwWpBr3vKbHjCV1/bwNFjpjMqPeXeE0en5zGvX8eqYXT0hOnomDdvCtuXV3g82uLOew+4/ZLw0W7J2iZ0yxJT9DncG3NlZ53+Zsn94wm3t2FtvUNpPL1+B+dm8PlLdL7+Gd558mNO7CTumQtFUSBVABVrJPpU5/1+0Y2zXX9zW64F/zcir0Lybgkr9Bovl5Y7XnJhlLNg4fmk8vkyLho02+cXJfUmb5KuU+x3J8mYKRF6m/ul5xkJi6ASLZNrOsYUURIPEnEA3Aa0k/SdBKxwLp9wkstnOuezVaDRm4a0GKuI1I7G3biCtI6aYJWIdS8S9h4NK+RjlEEU8c8G5rA8gN4zJRFZFZH19B34deB7wD8E/lbM9reA/+up92IOWI22fdCBCE9Lr59X92tuttHMzpUYl00GYfA0xymPS5OAC5sijBjjNh3HKxM+8ae4CoaTEY/u/ZjTvU/YvnqFX/zil7m5tcnFC5e42HuZre4F1jvreB8s4Wc1Ql0uL/U71GXMVOPakJXlSUCewLyun7oe2m5ndtGW/0whmVN953/L6no+z7L3bOdvg5eTim7XgDcMzCb9YpNuZ52tC1eZTGA0hbW1NXodpWNHWHvC2mBKOdvndHgIeE72HDIpON07ZjYa0jEwG53SE+i5is1uwedurHF9vWSzOIXxQwZmyqsv93lpZwXrRji3F1XhDrdubyBAt9dHTEXpYTgyVMMJOysFr15doz9QNi90GZ6eYFeF/suXOJlOKdUjthONHwaN4GTjADYmbNCQDHp5ncz/tX20JZNEG2HkLIEoAPkcRyu+phkW2yZfVLSEBplrv/zZZ5V/XutYds2y+6b6gYghcbJJ4B9SFkNpLi0vi11SX2e9S4i5nj8rHJv6PqGMzXHysGm0CUFsWuRkyddf1M8zy9tuWfppJPQrwN+PL1gAf1dV/7GIfBv430XkPwU+Av7GU+8kNEv804lz3NhaFy79nueT1rmcl36eVJdNCLFENKxGG5Yn7PYm9F57iXu2YvYnJ8hoxuk7v8fdgx/xxX//b9Dpdfnw8JArm59l58mQ1wZvYnTAo8PHiI5qykPFYLxreYE1NdLErEDb/bMG8nhcS9r5u3ulWVkYJke7ZGOCoG1Kc25ODZ4f38u1mvNqcln+dnuLzMXdAYoOzIaeVwZv4PZX6JZrrO/c5O7HxxQrHcbTiosXLjI5HfLBu39ER0ZYSrzzlMclvpwx2LMM7WNev9lhveghMkWMp5o8wQArbpOJPaFvPSubcHHb0OmsYK3l9OgUY+DqhSkrvoNVSzU9ZmNVmI7HbG4GF9ejvRnrlwU39XT6noPJGF+OubABKzevsnt1m/E0mNrEWKx4DIJ4h9UUNyTwqgtADeQeLfP1nYP5/PBZ6Pdp8+c6hkpaPZqDuydsoBelTRJwpiidcZ/OOcBttWOLYmlovvm8TRll4Xu6Ls9nEar5ySry28mNMOwElU1A2JrOXPjTJoQuFBmPXsVbS9ZP418Mf5tCCoSzQc1uhMRcw04bYfjIn1Lvt+0Ji42oF4C5+JglEtA56ScGdFX9APjSkvN7wK/9pPd9mur9s0o/qdE0hS1FHYhHLJz4kvv6hJ1Xr/Lx4QnmQ4vuH9Eb73Hzx1e5dOsrfHA05tLplOH99zC2x5WNl+jZTcpyRBjCIVCP+BhuFFruXs0gSC+QSUfxM3HfDbXSdKSar9RaNqivbPHl2aKVsFCtDeaL0vWSOpKnHc8N5Ox8+p4DkIggZZeNYoeN4W2umNe48PJthqeKK/pMh6e4csaDk1Ou9wvWKkdfxhztfsJsMkMmhtXegK3NDhc2VtgYTBmdlPR60F2DqYNuAaZQDg48nQHYAsBzdDxmMoaLG326tqArU/ZHJRsXLeMJiFeu7gw4OBwxGcL65pRJz1CWDi8T+iswPYaXX7nA+JXr/GBaBjbUeIyYQIIoWIk6UtqgY97ACdR7HM7VY9N2izvdz0vRi+53CczTatNoBBRBWvAQ6Ju2hNoEs1rWrkvpoex88rrJgX8xd3xWRu2l/AWGKvOHbwmEKcZ5KnOc5BopOSz5D39NHPlEn9TUT1yMZEymhagBcZnhdG5bOk0LmFKZXeDMcXG9jeA1xHcxRlEX7u/ihC7iURO8bsL2df9mJPSfaQr18ezS89OMbmdd89NKj9YVIBVaULs2GrGM3YTH1X2ufPU6fas8em+P2eyELwyHHH7vDxn0e6w+eonVG29ze7LK4cYpF6sdHu19EuI6YHB4jDbmD/Vz/Pl55fTL15Pl8c/DqtB6Roi/Z2d8OG+As6Tyn6Te6zKeOXDbeZalje5ltv0ttoavMd0teFTscTp1lJMp+/feoyPKX/uNL7M1O2SmD/EHH7HOCNuDbsciesSJLxkdwcEQNgYwU0vFgGk1ZiQVk8kx5QT63R6iMBxXDEeOwhb4UYcnByccjOEzb2/zcHcf2ylY6fU4PB0hpk9nbUox8HSnPY5Lhw4Mfe957dYaJ6uW+2uOB0UJLngwRFzAmBAjxWLxRvDiawqslkAzMM+l2Py4BbYEgaCZ+HP+OxMUUtRGafpD/pu2NstY9rzAyy+C6tmAvowjX56ae9ZG/3nhYJmhWJv3CSlJ7cEnPPd+af2l52kG4vUmF1AvJhIBTREWE7BLLaPX4O+LuIeo0ERbjIZVNThNsV7S1noGj8GoiedC2O224ff89CkD9LPTMlU/udWFa5+O1Gc9I4F2vfE31CZEI9lsLYBU9Z7hQhwizoGBqXjumju8+tXblOUGPOzy3X/5PXrFCbe++Ba//51/xtd+6TdZu/IWfTfhc6eHjM1jJtVDBuMBKyKUK0eYqpHGxTfSel7eeVhUbdeARnWtrWU3doigksa8c/fy+Tl/fs3qwkBespo14kpt9Eo54yVWNK4ENajMgoClBcIqpRliBxWfGX6F4mCDnr/B6eY6/crTPT5h5mY8OXrA1moX/4e/w51H73O5N6Tshk1HqhIMPdxM6XmwtkQGlhEOHXnsrKJEwVrGXuhbYTKtGKwUrPaVrhHKsmL34ASkx9hNOToJaninC6OJ49FjZWN1xoWLK6iOceWUjQ3o2T5slBxvKI9f3eEjt0KJoRAT91OImyuoBglOQl0VcUVCAPIkJeaLZ5Sllpfcu8IIxud7yApIGQxzWsS2sajxIUY4BqMOTOO6GCTbprfXQb589HzxgUdOG8i0+eRQTMG2Bp5kHTUXQSpSQKzGs0XV1/YDTNKM430I/tmWKmxmoR6VFL/R4Qi7L4Xx41ET+rvWfTbw1hYfd3QS1FWEdS/h3p4mGmIIPRHKVqUIlBrbIbWhhqd7ZvUrBxBvPIW8FxBPQeD6kzaOl+i7HXc+0mkcA4JIWqT09PSpAfSfJD1tEjhL2jsrLZXg1WRGo7a0Pn+squgM9vWIW1+8jbsy4sE7d/jqKy+zvrnJjbffZuZmfPz9H+HXV7h9+XWeDF/no8MDThjiTJEWkT6lnIvSeCp7bgienwWfl2F6fmm8LUnUnZqz20JEYnCksHOPqg0rnkwFjFnRDS4WVyiqTWw1QCvP8f4jjk/2cI8f8NJLq/yHv/wqBVPsx99mZeUYPzuhGzUo9TAZj/AOjC3CgI4LSrwqrpxQEaJhBvq0CNvYOc904rGdgsJ4VnuWWRnqfW/vmPULluGwolMoOxcLXBW+TybKYBvAwGxGsb7KpO/ZRxkZGzc9yaiBurLPrqO0Z+izpMV7aPacyJmT3BJd/V21oAlClbj1RhNoSd5R8n+W8TUvfMxz5PNahp5RD/NSeJi3fM3sL7MbLLt2qVaj7XzN+eWcvjF5jPn4Pb9/ZgTTuECpjj9vUlCutnZgbQp9bELb1PRZ+35PS39mAT0BWA5ieXpeMA83ZQH1nteIaks4MSM+sJ9w8dVNLu/c5nvv3GNLXmUyHFEMJty6vkNv4yInXcPh5W+yP33I4eh9MA6qHso0vkNGfcSdj8/UMpgD87kU+HVa9533ZT8vnQXussQC39R9vCgLAZpU5jQARIh2H43bsfVxImDGDMTzkn2TK7Mvc6lzBVnpcvKg4vJqn0sXtnj19Q6bxQMme99F/JDexiM27Qw3chwfNZpBbwDqwFWObhGiTseFllQzZTKDogur66vYasL01NOzhl6nw+lpGaW6uNt7DAfe6/VwfoS6sDin14V+x4MDv9Jh1VWU1QxdGaAbKxz1eoz6PQpmeFk0bLYq55na42wDYpOn4XbTBtKpP7fcFROPvuDdEoHfNOC+2NaLXjRPM4wuvU+y8ZxDyyWaRlUz6Tvv1+1JYVn/Tn2uzp/yipBCj9T5ah28vRLWaFw/O/duqfxGgitkoF4i7RlUsiChY2J89KZtgtHVxXIkt8oKERPivjxj+jML6DmQt4DvnPzPlOZAPXBh54FppGvi4wtTMNIxs+IJR7NdzPYNLn7hBndPD+g9ekChlt5ra/QKhx92uLH+NrdvPWH8/gGz0R6VUcoiPXuu3NpEXpvXE5p6yD+jFDLnK5603qfV2bOntiubq2mdLEsEfiEZfyTErSH44BcaBppF8QLWdrncf42ro8+y+uQ6hycTer6gIwWffHKfnZd7bPWHrB+/z2D6A3rGMUCSCW0AACAASURBVNjuMOtU6FqXSxcsh0PHcKIcHZZ0ujAY9PBVSccovb7hwtoWhwen+KMJKjAezej2PLYDlRN8GfaldQpVBf0+3Hx1M1AXpmJjo4uoUs3KEO9+OsV46K702DQwGTiO+1CKw0sXb3uIltE/ekkSRf1ZHTX6kGfHbWk2ubY2/LTEkKQKAbhME5VRa3BMEntaEekyCb5ZERke08TtX2bbWcajLztO5xb9zhcl9Mbwm0UrXHKtZGFDz9Z0lu+KFKThVIbEs+cCT7MjUSqkRUJYEImbPYcHB8cGihjnRWKdevAFzVqAKhybqtGOJBmmQzhfTxFrWjlL81iWfmI/9D9L6Xkk7POk3Hi3c8+VVdhg1/kpTqY8Ge/CRhc3sOzuPeTHf/onDCdHjCfH2NmUFbfCtdXbrNnLFGpB5/myZ5Pi8nds/M9TzJTMcHTGG5yXzsf9NpjneFTX5ZIHLp4LmxEgHjGent1g3VyjO9lAT5TZsEK8cHJyAl5Z6a8ymUw42X/MivH0LczGJUbAmhlFUdHvgTWObifQk9YavHdYa+n1eowmYw6PJ8zKUFZD5Dtt4DPFWmyvoOgIYqHoGtbWO9jC46oZxir9bpeVfi9y4WHe6gLOl9CDTt+Aq+hUgYddZt5aoDMkLQQ6u64X6nMOqNqg5c+9dtm9G+rlZ5+WAX5UfOq+O/+X8rWk61DSn6gMeQC85RPAvNZhs+/h/LzhOkjn8Q8b3FE1xG4xkr6Hz7CSKfNRp/F/b76n838GKZdc2n6e/On78zIsy/KrRrtEtE5pJq3L3JL8JA3l9xIRvJUgpSkgyqk74o48orN+g87pEQMGVLv32WOPw4dw45UvMNh8g+H1X+Wfl6c4d2+OD0/bfuUv3MgOqXN55yliwwceLxht8u6+yI40Kvuyusjr6lnax2XSRKJScv68tkTYpoOqEazpxvj+ikpJz/e4sfJ5urtv8OjdCZflGO8tU6asrBd0uMiHD/bZ3f0hX+oP2dgI9EpXCgwOp4rtlBQONtY7dLBUM2U8GqEVTMqSrnrUOy5e6jAel2A6rA5WmVYHrAx6TMsS2w1t7q2ysdmh2y2o5JBOtwqre6sS7SpFRygocDOHtaDDU2QT3GaX7kqHtZMJO6Xy2Atja8PEDTVon8UnNxu65obCpJYn4D4LlPI4PBLVfxfl/LgxMc2eoeHeBRo3eQg7zmSUTAyrK/J8dGaed0EyXpb3HBoplDn1nXyhTzvaYk65nGe7SWM53C1uOZ6FBcDPX59WgDaTnVWtNdI07kh3FbA2GFPxREoragHp/Rxgg7FUSatUQX3QCgL1svQVlqZPDaDn6VmYgOcF8Ge9x/zkkEAVIqjncaCXGEW9ODo+ShUGKlH2pnt83Ovgen0O93fR7ypXX/kMn3v9y3QeP6H88JS3v/BFPn55lx/c+x28P64nl2agtysl508hSAvP6xKYc4/PSr88bfJMv2k98JsNstPvGmmVBEwG+/9T96axliTZfd8vInK7y1tr7+nq6elh9/SQnBkOOTLNfQhZFkkYMG3KhGnApggB8gcvXwwD/uav/mpDgAUBFkhBFrXYMGRaEkSbEmWJHI6GHGo4+3RP77W+qlfvvbvlEhHHHyLXe+979ao5BopRuPXy5s2MjMyMOHHif875H5y2aKPxDvbjW1wtP8bJOwkfu/4ys8d3SMyEigJbFYzSQx7PK25fvc3UPQZ1io884oNhTxmHr6CyoKTiYGfEal4gFjINaWoYZTFJmpKXK0wcUruV5RnjHVBRyXQ3Ai2UpSeKII5hOV+RGsgiUHEI1xfvg0HLKLwXTJwSqQLnYXTlCqWt2BHPoavYMVBog2mygtSCPeDb0F87uf77ViHA59lLZ8wPgqQWGKpJFgLKNEbRhk7W9RJDR2hTp3JrsfbG7zokqlZPESHytA4DrWDt98H1PrlpSO4RXTW/P6ULd5BQh/uLDyRe/XY02yFV3BZoqXdvSikipToYkU5mBLbHsDoKBv9mYnYgMVABpsbTawpjDVr7drvJS3rZ8twI9O8ZnHtBuewyrTUYrsW+rxuUmjoHwlAHTNir4K/ilQVdcG91F7V3C5NElN/5Ju8fHfPo6w/QR8ccHtzkIP0RPv+xH2a1e4d3Zl/EWgs0yQX0YGKBwKEyHCeb2vZgyXjB87jIGLXtvWwboz3lqhXmsibImzvoL50bOaMSh1UViZ6yr14hejTl5d2bFHnB3gsvsZvus7QnHN19hyt7uyQxqNkjdrMMbS22dGRjhTiFqzR54RnFYFQEZcFoV7MzTijLCq1CLEFeWNJREHuV8yQGxhOIU9CxRcegVAjBn59V7O4HGlbx4RlERoXAFi0oE0RbbIQkSVmUBfvJBNwMp4RMlsSRR7vN4J/h2+m5DA72NvlCN99f/x1uKw0FrqKXDFqFLD7NuQ2+HPhROkNpl/RCtfua2AalVGtsPR8n39qkjfa338/th82+7u/6cU/TxhvNuqEGaMZW6xq8JtAVBHhEDSeOsPINyVY6hao3fbbjqrZZ4Ggyrom4mteF2l2SWnuv85G6Ritv0tr1A5SeXp4bgf78lHWtu9261FJT+Zpoq/FkEIgdWFVxr3zCePcae1fHPL53ytkf/h6vvLjPKy9fx33rLV5MPsHr1z/DnfzL7eBiQ3sYdmyltpFqbd5RV0coWgI3/PfOMLpehnBUs0epkGqr3a1CcLnD4xVMskPc4wy9SJgdPUSle0i5w3tvfgOdWT5ybReDcO3gkD2ZUJ6cMEocOChsibIgzhBHCVpFGGVRyqLEE2uw3qGNIklgNIU4gz0VgUpBYvLyhCgJ5E/pKGhzeOHwSkyVV/ilQbSu04U5yhJMLIwngjIabytypciylPnpilGqiCOF0hZjAt3CFtF37kQ82Nd/VWoT897AWqXRomsBg6uN4Y1QrrVxo/DehNRnWlrYpe+22Pw9r7/0vcEumlz693P5VWF/hfr0c9ZXr+v7m+11g2x4xiEbUSvQlQoT3xo8BrS/t94tdCRhob4moYZBKdl8fqphbPRQZ11q8r+2PDV+3Rh+cXluBPrwYW/ycPdxatj2si5zlZ5W26uvFZbas55kU3QwloVrQt/qN8zE0lUbQrkb18NwvAOEOb7IOXnpBqNrMWqWcyqeOwnc3NfMvvo1fujTP8ibh6/z3nvvoBLLXJ2xUp6xV6RVQpEULDMYF3WbfIO81bfQb856Z+2VcBv185DBzjXhsomfS6fItI+jwcyBdpUi9f6+oTQInTqIyDjAIfEKTMZI73Atf439o+uoUrPQFYvTY27qXW7dvE2SRji7YFnc5/D0HnH+JkeLM/YrGMWG3KZEsWCiFeIdWhJsqXE2xH4VuSXLNCpymNRgkqiOwvNoXWCMJUpBmRBq7sqaBVEpnHisAp8KvibPUkTYygXbhFOkRvBasE6IpwXMZ6Rlgi89OikZK0gkQaj6b4Im+ETEt4FaEet9XNWCNuzzG2nf1uwsgNeuFYaNUDewhsnXfViFACPdQC5owOKVo1FmguAHVQsirRtbQFgBNHwnfc6g/iSzsaLotVXa+1lfLXZhbo0rZVdXuLfW9iDBui10ilBgQQS0wrgm6XPNnaIUSmvEmY4Ot4ZGvAKLb5ee3lPbhDoys3as9e7LUGPgQb3v7kvp1pMFfGhrrbX71iU2wHeBIsDU3jNrHjZPKc+NQP8wAnp9Eri4/t6k0DzjwUV8j+fk4na2k8oWd8ZNpaPTVL0XrLXct2dMpvu8+Poh5TcXVGODvrGP+9rXmbz5Bv/2T/8s1659iy8++sfIGEYu+L4WSQGi2Jmn+Kjo1R5K3xvgnMZsLe0Aqh23m8FyniF0q+2hFeYKr2TjuLCtaq/QOi0YgS40ViNSdYUph6SzCfbMsawKomzC7ZsHuOWKZZ5gqxUf2XW8MBX0vYfkd7/LNIFEdrGLilm6JC9hFEEWj8nLOZFEWAd7+7B/kLFY5CRxxGJliW1wR0zT4LbmXEU0MYit0TZpIgbrid8DStA6GBkjHewc2tRRfzoYRZUorBZUAloJsYckd2SFJdEZBX1PpjDzhUcViLD6UbXrr7HRGNf5Q9YFZLNv8HurTTY0sQrBdIZRb/Daonyd6NiD15aQY7f24tDgfSe0G6Heh1+Gq9nzLHrDtjUG2NYQy9p2Dx7qn7dNy6/jxtprq7VxsW4wbSGY/uSg1Fb3UhHB1+7DMphoutKcJoqWUjewozZeYBUN9zxAJMGQLwQ+HSNxrezUE90zBBb9mXJbXF8y9UtjYN72Ccdfvu5+2Ualsv4CL5Kb/es3l8htzqlfYK+luIOI3BU8fHSEVBU8esz4Pnw8eZHUZuiQIaxe3kEIV75MPOmwA1/m2HVvia2CfFvE+drq6ZwrdIZSTa1BCUYplESM1S6Z24FZhHKGnekBo2yP5WxOlZ9x6xBeeWHCrV1DWiyJy5KUYEQ9XeY8mq9YFZDnMF8qKj8CYuZLh3eAiilKS5wavBe8g6ok/OYNvtK4UnCVUKwckU6oKk9VCq70+MpjWqEjOBcGXJIGg6mJOuGQjRKIIRklVFVFZAyJGKKyqrXAzk+i0R47I7JqUwCC2irM+89623t7WjnPvXFDOKrN3/uac4O9b/7u2SZ4N+sYtqX/96J2b2vv5pgcQljr+t55z6yhxFXKYBqqW9GDv825DSxy7kcYGLM7qMZccJ55ahsvKs+Nhg79ZVR/X//bdihg87gLrnGOdn6ebh6usc2Fqp7J14ynFxlemxdkIo9nwdsjR/TZG8SPH1E8WqLev8e1NOa1a1fh+pg7Oz/J/z3/l+hJDgVoq3BGU0arjdZuaOeXKo2W11uC95bnnRF4DVIZ3BM9I2j/h/oKjcAidOSQHLYmR6oHTMwue/IC8WwX/yBBlooHs4cQ7fCpT77MC4cp++UjjD7l7OF3eXzv26j5Iw6vHfL23ZLjM4OTlENglExwOO599zEJ4C289toIaxOePD4NDIupRmOIopA/crXwWOtIEsNqFjLKRHhKC1oLSgehrbVGmzARPXkCV64UZFnoU7q2C2gNzhYkuynp2EBpiCVmj4y0XKGnu60RLhTTPg8RaZEC1Xsn4WU0/PWdBrn5vtf7XLPSWoNuauMmBBjAN9wsLdxi2n6hCMmpQ4jAUMNtSNykxeAC21hws2voZ7cZgbeXbUK53VcrAAMh3sIznnVOd12vrNq7Vj3yrWbi7Anmpr6m/iZEv7vH/rW3BCcN7iGg6cH4TIDUCIqAJtiubH+i1FE7iTf8NUFpq5CWAfJy5bkR6KrGdLvt7UJ6cxn/DNfY0C7l3Pp60eq1pi9Ngu6B7FeKNjVcmI/6THJN5wibqs5ar/BIYTmLc96ejJBFxr133kfffcLtbMr4n/9LJjdv8FM//mlmyvOv519kYeZMYoOzJT6GuLdqb4KH+kWrocFn8Bx6M3/gmBhyhQgd7toK9W0wi+48WXw9FbSPrVslh2vqCKjhmIZN0Gu0jtmNb2HOdqgeGrJiyoP7D3nl1dd47dVPossnvPPNrzF69Hucni25c++MBw/PqPKKJPFcuZFRscJ62JtlPHlwzEdvwQuHhrMnjmv78PDBCpuvAhqgIEk8SaTYmUbEkaAocT64M1a5I00NRo+JyImM4vHjgmu3IpyrSEdhCby3Z4mTRitXeLE1rBaMr2UFq9kZunQQTRhlEfvGEkmBIu4MxCI4ab2gg3LQJm3u+eu3Y6OjeA19c2A0ad9vu2cNK/c1Z07AwoMwFqVqoW7x3qBUWQvvTqCHyb7Ji1n7sBMmae91LRSbjEiu9ahRqgl3365sdAJ77Xuvr25bPbT303PS7gRvjbP7TgAPlcGhQFc0Y0KD77xXvPdEWgc4ZNCGrk39Wxp+7yAir/pZkAStgkeUVyDaIUSIKAwO8QavPYLGe4PWwrNkiXpuBHpTzhPifQx88/ehlvz0a2yuBPplXe5vVN2918FLbnplPwBJbcGTfRzG6tiBnR3z5OYVJp+7yum9+yhrmDx6xNXK8dKXpvwnP/Pj/NCrP8pvfOfvslTvYnQQ5k03XvdwOX99sHYLdefrDFCdNb3Fblscc3iub+EjaQW9UkMSJtG9SUDV5EWNH399fa0iDCMO/C1md3PK+55yZojjmPsffJu7X/t97OyILPXs5XC2WnB/tcCZiDObMzWK1b2cLI7xYjle5PgSPhqNUJHho68KsizRNkWnjqWDs7MV04kmF89yWXCwZxiPDaPMYG0wBj584LiuKuIk5ux0QVEADiaTHaxaEsWGiR5qy1EcYV0ZAHXr8IUiVSFZySxfIJISOcfBeEQZH2B9TbeqVB3k3XuHNbSiBv2r+/6sy/D+BNCEtocEF813CypQAnhsjZfX2Lm4gPm177WHMetQr260eWXqACZFy0UuXVafoV1gTcM9ZwW8LqTPg4CCDWHAE1rfXce7orrKh9p5U0fd37U0cFgDndQCvrmOrGH8a/cQJkmgtRXVxljt69ykDRYcETdofz1RGhMmElFRlzz+GcpzI9C3acoXaePP2qmH53RCthNocimDwmBiCThCvb+vHTV8EMOJQ9WC0NUdZuQglYo7y7e48epHuf7zr3H3n3wTWWmmTx6i3/bc9p6Xyx/hV179j/jNr/8tfPoI5Sx2DdwfdNhLPYPhvkab6i8/ht4GmzBX/7hGXIiqBX6/DjotPgj1cIzxEYmZMF3tcvLkAaoQbr1wjdVsRvHw26zufpWDUcxslrPgGqWX4H1il4wiuL6TMcKgrMdZBfuWF6+PmT2YU44SOAgva1mWRLFQVJ7JfspiXpAaSCcRq9KydzChcgWV9Xgbklss5gVpZhAJxFuiDM45Ktd5WZSlI8vCZOIcRCZg5hqFsRFRXlCIRZEwiTQvuIpyueTJ/lXA4nzNqd/T6pqpVNVRhZ1Q7zR0aPTjYb/bAFxUn9+l2RkChZr+KTQQiUXpJrioy3QfDKYGL2oDcqHmz28gI+h81FsNFTskojpH02hy056H6z8N9w8eIdIKy8bWQUCLWk+wdnXaW6U2Gjqo8Aykq8fXWYkCVW8Q+l53114fTgNISDV19ZJp1/TEnf4UEeGwIoh0eU41tmVzfBZZ99wI9KZs1dD1Ng19cwl1udK9hEsZC7d0wItWC9s0qEaQNyVTBu9hEXms8mRuydHiO2Sf/CSf1v8W7/72d5ktFvzJ4zukEdz+w5RPxj/Mr33uv+bX//ivsYjuEG+sGi5o1LmljvgbDJpuMIa2DyeltaQ5w+V9byLujHz10lLCktYrqbktAo9FHI8o3yo4ef8ergB7qjjc3WNPF1yZVCS+YGc8pfLvsmM0u96wyoVROsbnSybTmMpWiMD3fWTK8tSRTKCcl5weGUzk2DmIWa4sEgliPOMdTRLF7OxOOD465ujhgsMrGYjFA1nW5PA0KOOIjMc5x3yeoyKItYcovMOqqjCxJs8do1G431Ul6EpIVEXpodIFsT9lRxR7fkJ08DKidMj2TqMZBnHRQXbbNPLee1nzXT+vNIe075gaDKxxQql3iJgAG4mqA1ual9lEjQ45hpQyrYulqKrtC53rYnBZbDDu9b6yXvwaLr0OtWwT7utwy0AmtO0MW/XT7Z6n6iAXadLNISjRnSDd8nzDRLGmmW87prmvhtazxtSVBBdYpUzH1S5RcFPVdS5ZCQyLuoZenkVMP/VIpdTfBP494KGI/GC97xD4e8DLwDvAL4vIExWe3v8I/AKwBP6yiHz5so3pDD1reJkPQv18A5Bs4CRr5Gi9a3RyTzd1qE5bX6tlAzvWPXe+ftuaYmq8TteQRIMGKdWBMrbG0ZOmbVoTFYrH9h30p27xiVs/wPK9Ge//1huox++hkhNe/2LMx8rP8wsf+0/5R2/8LxiO8LHGqSlSlag4p4iDgIgtjIuMRZIPnuu68XeQzah3781AUa0gVq1FIJCJSuudASGMX+hgluaZNUYrr2JSKYk8OD8mj0Y4XTIRzbViSknExMZ8/IVrqMpxaxTD4/dI9nIikwLHlD7CWkeRV0STjDxfUo4gNhVRBlmmkJUwinOiMShRLEoY6x2OT0vyXJjEGaPYIMqSGEekc1wJyS6cHuekiULHQllZJnsgkQOnQQzHjypGoxhRFdprNK6OcE2pxJPGEdW8REfBe0bUApKESByJV/hZQW5GTMpjXnhhzjvjQzALomqF8jewyqHUYyozwdgErYpWeDRPEzpKANWJqPbdqtrAur6qanqe4Gr/9Y6m1UsNmTS+0CrQIECTkq4AZWuc14U+pAS8RXQFKkbXmXtaOgDVEUzpOpVas1qATY2zDxcG6ASkgXl6wnug/UoTANUT9O2TCP82S9C2o7pf61qZ0XVCCxFT55nolBzdyKRedKnpTTZuTQESESLVGbADht5MBLWlSTy+WdHoqNXYDQ5UFAK8VEWTPCTkBrhcuQzK8OvAz63t+++A3xGRV4Hfqb8D/Dzwav35q8D/fOmWtGULlLCx7JBWMK9rv9vK0477EOjNhyrtymBtYm8wztIWPH7yiPlkxeGnXuSlz/457j9M+JM3nvBH3/gKu6eP+KmdV/np238RnX6ElVEsojP0qED7mMgCPsig0nRC+jxN56J2fi+eyUB7J2CSwS/XYhQoEpJ4j1F0nZ/63I9x+3CXK8kcmb/J3rRikkGsEvZGinFqGCWKSaaIdcXeNOXaYcreJGKcBqNinueMJlOcBa0iSus4PZsznxeMxyPKMicvS+aLgt39PZ48WXLjhYhsnDIaheQX3kGSwHIZ2u29x9uwYM8XFVUJzmqWC2G5gMW8pFx58pXn7BSMztACSRRxelrinKMsQ9YbcZaqKJhUu+xH1/E2BmUoZIaoqnaTA6XLSzzX7T7S28p573xDQNYQQ/jYWoj2k0iH351zeHE453Cuwvmq3rbhu3M4X9XHVt05dX3eu951/OC6zfawLbUXi6qFeDOprLX9aX17XY70v2/bbjD29U//mEhFg9+MMe15m+d3xwZ7Q82+2B4X9kX1tjFmcM3LlKceKSL/L3C8tvvfB36j3v4N4Bd7+/+WhPIHwL5S6tZlGtI9zLV9dfRWf99lhM22iWConV+uXGZZe34bNieT9bYHNFPaey3LnKPqPkf+iOSFPWySUemUeTHjva/8a0b3ZvzAzmvcvvaD4BJUBGJqDcebdj70esg/sd4pPsx99QfMVo+Fp7wXj0ZqelwRISIli6+wO7mKXS6ZH90jsyfY2QfEKkcDcaRRFrS3RHiyKERkxpEQG1DiiYxBK8Vq5Tg7mxFFURj2HopCUFrhmkS83gZtXoSTMxBfa5G6G8xxbIImpwMFqtaaqNYwqzLAE1ppvAetEpCIqgxVLOdBGFvra+C2D52ElHZTNyF2U7QaBd7r1BNSvTWRl/bcZ/xhy4YR8tzf+ttrPuY1VUA/CUYrdMW2grgV/u0+NzgnfPqTRaPN+hqe2ba93Ze9D79cJNA3YdBNwX7ep3/8ZY8Nn6f4qavg/Lkhq57B1XO9fFgM/YaI3Ku37wM36u2PAO/3jvug3nePtaKU+qsELZ5kF/rYNjQwRj90vXlR24mkNu5/bdm5/vsGuKI2gw/qy/VwzS0nbrns+SuBAFFoAgaKSAvXeOVQWuOk5E7+HvftES+8/Gle/rmXif74bR6ePWL0zjeY/G7Cy9//Mr/0+s/yoov53aP/iyKB1FTgphjxoAtEl21jlQoprpzrlq0XdZgOv+zf13BSbd/GZsT5lroFIcKrxm3RYXzCTnqLsbrFQTbBzx9wlVPs0ZvsxSN2tSePFavFGSoWEuUgCjVVXsiLkmwUE0cx+aqkKoXJjiEvHUkCvnLEcVxrjMLJac7BNIR6Z+OMh0fHXL8eE8UZp7M50+kEmzuUV4yImWSCKy1JlIAorA8CbbF0pFHJZDJitlowSmNOT+dcvX7Io8fHjNMM71cgws4kCisRBdY5FJ5YOz5qxpy5QxaJZla8jUQnQIm2MYoIzBIl4wGW3P/blcAUGN5NgFKa6OXzsef+2Gn6QgNhhCW/iEPpgIf7XuBQOFZa7FcpU7syBoOe1gJtuLrrOEx8I7wceL12L42//XYDaPN3HWPv+lrPiDmAWfpw1Gaf32brgs7dd73030GbRq4xUNewCoBCtzTV7UQ1GCC1Bq+o711jfISDnhbv0V5hlEG2eO5cVP7URlEREfUsZAPdeX8D+BsAk1tKWnnZeRG1ArDTbpsXsMW6vOUa22TWNs1cU4PAFzy48ALP/fnc664bFZVqridDIyI1dl27fc2qFe9NvslyKvyVX/oP2Jsf8rVvvsG3v/0ePzAr2XtU8vM//HMUBzv8/pP/HZ+WOAq0H9VZcRrLObTuU1rjnNvakZ+1BKHe2SD6of+bB3ucClq0KIcSGOsDrmUfp3iQcfedb3G7esTszre4phx7Y4VbWkoRRjsR1cKijMZEISOMaGESQ1lVwYfbGMZjBUmCnCyC+6GE39M4+Inv7k5Yns6pKsf+Xsp8tqBYVbg9GGcjTk6XJElEviwZ7UbEWjg9hXEWNO40ydDKYwzMlp69fUOSwXy5wAMffHDM7p7i5MmSZAIHB1Oq1ZJl7hmNFUkW463Drxbo468yjV9mJ/ooUZJQuK+j1Qwtuh7EnYYmTx3MfR+OYbnsKqzJe4kCL7Z2u2n8z+s2SBPy32DbGqXqjDs6oSP0ilCDxOo10+NAC+1gi/U2boOBtu1vtVjlUCLBIfYcZWX9On0ocvPYzefTP7+5tiADl93GPynMp/17Uhjd2aXaeuo4AF2ToeE1oiK0diGwSMWIKLT2T89N0isfVqA/UErdEpF7NaTysN5/B7jdO+7Fet+FRSkGhsUOpuheUH852D50NTwH+pPB5m/Kry21LtHfNyYOWa97U2APj+/w/m6fa9tfM2wG74O6qhUpcQR2fsbq1h7/07/6LV5Zfj8vvvgaERkuvU5ZOEarHf7CD//ndcxx3QAAIABJREFU+Lcn/PFbfwcbL1kRsvZIzSukawEbLPebfsDb77kPf62nCGvc3cJxXmqR07u/Po1ofwJ1CpRWGJdxffJ9RKd7zN5f8pJJYPmYmwcpu95i4jneCYnJqFxJEoHTEZUXnA9eJdb5mvBMiFKIIoN1C+IIJqOYiIjFckVsYJSmOFtgLVy9mnL08JjRKOL4kaXMK/YPKsZZwvFxye5OrRE6IWoSzmsoqxwncHgloShLKr9i5yDl9KRAAcaDMcJ0MqJgxfx0zjhLMZlDxFK6EoUhNVDNv0Z65WfZK15hJ8mokhmnxXeDIU8iIkkHbnbr76u/ymo0xS75QwhIEu9bTb0xSHofeFv7ilFbp2ryWjasf8HQidK1K10g/tNa9/jSg1E1vPCQRo06NyyA6MZAGg8hhfa+hhrzejlXmNdtb0RCSyvcuD42K/t+lQIyIApr6giVNN+RfnhcR5c9+NtDDkIkaHcZU/8vrSE4tFO32nbHHaO8Dr7ujQ+/sugGgpFmlbNlCXxB+bAC/f8EfhX4H+q//7C3/79USv1d4EeB0x4089TSF46dVg7Ng+1r8ZsnX/h1UNf/H+VZtN52Zm93BMW2aVk1ynFzuKGAqUf95D6//X/8Hvt/9FV+5rOf5w/KI+Kl8BO3Ym5eOeTz8otcNyP+6df/Osl+hXVgGZOwCtWfu2S/RFv7S/fefq01Toaqg6jN5+4B5euEFgjiNVNzk+vxJ+Fkyn4UsTd7jC7nJLEjiiNKZcGCWI9zGufHzN0cEYgTQ2pSympJGod3OhoTVicF3LhqwEXghTSJiWqNqSgqbt7IqKqKJA0Y+HQnPPs4UezspqBKspEhTWOct4xHtIYuMYEXfFWUXLmekVc5YhRXrmc8epRzZT/i5LFlNClQOlAOiPfoRGNFB03MOowYrFTsGA0qYbnKWcWHFPqISi9xIsSicX3snaBFh+7bfBf6lAEf5p2GcSU0YqjFv2thqFTnwifiag3e18JG1Zp4cL8M1LymhSRog8h0q7HDEBsOQrfh4vAXCvWO+qDrWa2230ZiDs/buNba5LhtLDQxmUFJaUjrhn99X7lBDSKiG1irSfwhvShRhak9iGoBrwSjBK9sbZMJRlDjDU5HaO87zvRLlsu4Lf4m8HngqlLqA+C/Jwjyv6+U+ivAu8Av14f/Y4LL4psEt8Vfu2xD+sK2L8wH2rBm8Hv/3I5rLtSxjoWt95Vt2rm5hKxz34P5oKOcDRtagrBTtfYUFcJopDidCUbP0AfwQ7/6Kb71D97gn375txmPpvzgDnz2Z15j90HE67sf5/qr/yFLlvw/3/p7oJeMTIlbp8euYaVnFeoXaYmXeRwaU7s2OhI94ubuxyiOMvZWu1xJBd79NnvZilFkWTnNLIddIBahEgs+8HiXJcQRuCoYHOMYpruQpMHgll2NmJ16ykVJWTm0gTQDsRqdKEofDK1KQZqErj+daEYZeFkxmtQ+6MrWA9dQWYv2lsk0A2U53BtR2BXp2NRYqq8pdz0H12qM2SisE6xzRF5TuZD1SCuFco68us5+uo9xS8qTO4zjgiQes6IMLI5YLOnWibgR5mF/x9MdtPTt7m0NdLGuFXfvcRNzVzrAMA1PS5fxKMzaIrSRoFp3K0A8raYvtU+7qjH+YWag0DOeBhd1fa47rkmkHTD6ZjWpOG9yexZlZpvN4ny4pueu2CAEvai65pgB/o4hTH8d9KmVwouufeEDhm5cYMIM7qjfQw1dRH7lnJ/+/JZjBfgvLn31LeWywnwd6kANJwN6mHcDk6hme8vz+dPQTg4s4ZfQluqUpRstUPUg2VlNWUqF21GwWhDlS05Sz4/+ws/zxf/1n5HrEn33jPd//3eReYnefUz68mt84qP/LvNkxTvv/wFPjt/CZZtLWhFqLWqzc583GFT/QdLggWrAi36Rh0sQEOGgNM5wpUHlY6bRHm9+5Qv8WHbMSK8ol5Z5FROPY9LSUIpjPIJyuaJcBehjlKTk+Yosg4O9lNHEo3TQuivriDVUeLIEJuOYsqoYjSPKwoF1ZNOMqnK4qmJ/L0Npi3OW0VijTUjjnOcVSgUIxfkwiZdlTjKGZb7CC5gkZHPXxBxeHTE7XqEVZJmGRHF4Y8qDeyeMovDMnAejFFFkQG5w7+4xJJZU5oyMYpSOmbkFjgrvCtDp4B2c936QdaHYcKpsfw8MhHsfboAuGUaT+7Lfb4Jv+rpwbCJNta4nFA2q5vzWOkKkqrXVzve9K13U7aaTwxpuvT5CW409tCuc1IdGevJB1RG3W+o+D0+/aAIwUCeH6Tc4tGlzYNdUxGtFa90FNElE4J7vu0v2A4suL52ei0jRgMbVRYLw7kcaAjVvRL9cLDi3zqyNkN84NbztiwxQ63BP1zShr/UMJ5puu4+9mzZOvut4LaQhUCSnRALZyiAqpsSzKN9gtu+JX7Pk7zqq6R55ccrJO18g23nCjp3zicObZNPPEx1O+Sf53ydzJ2g9JvIrIi3kGioSlGh2bU5p1jqKajwWhsttUCFhhdY0DCCqMSSrLniquSetVZ1nPtxfWYdNa4nZ8/vs5i/iT/coq3/DQf4NUvOI41lKRESiKnZEY1UOGRjGLPIlkYI4AWVWmERIxiCRxynQkWLlHJnNMD7HxBCNYmYFrHK4mY3QqkSrFYqKnUnEfF6hvGBLIY7BWxXC6Y1HacV8LuzuBkEcRVCtNInaQTuHuDIEf6QWlZagFKN9KAvItWMcG1ySM7kO1gY9S7kwSCtx3NZ3eHDv73Dw+q9yZFPQuyy95qE8QJmYZeSJyhBe3/XJC+CIlrGE9jv1mxLCy2m8UYKje+N54UM6PnzwXOmFveum99ZJAjyCoaEj8LViEPqP1jUUU3OrNx6yrXZPtzoQafD3fjDOxq0NIJZGARkIduVrgrGGU6aTIoPJQXQ38AauvF2gUJANzQS1hWd+XbC3Kfh699nOHf17CzsjVGsU9eK7wL0aO0cHQ7RSBiQQ5Snl64hdzzO4oT8fAh16wru1rNdft3CWbK+gJ7zX1MU+Dt8I1mEnGgrlzXP71768t8u2EpahzfZQW2rqdaqhTKojNJXHieN4+ZCXP3WLuzzg5ETz5Xvvc/XohJtXp7zxzl1mzvNjv/SLfP/4ZY7Sz/Gd+b9AIgGroXRBcJkggJwyG/cxsCGtLcGbpAvbbBUitT+9UvT6dls0ishFQMRk9BHkaEQqGokPuLH/AmfH30FshYkUSguVq8jSGO8Vq1UFCsZjyEYx2cgQlzlpkoSoVReyUWgDi2VOkhisaGyZ8uDenMSA7BeIykkTTWQEoSJJFJEK2o/1wb8aB9Nxgo8U+CpE3RpwFqz3PFmdBg1bOazA2GjQgvdhEowiMCZmuaxabyLTxAgIeBfe45PFjJwp3333W+zf/gHKVYwYwzTZ5zQ/Jk3GbXrADW1yTUm5DH6+CV/0oLNG4Vh7ax6pWTy7I32dELtrz7D+RuNvFAHfS8KxaRR9Wmo1T99E0zoS1O6SXR2bTISbxtf6WW05pltpNNdpvter0bYRfTSgiyBt+XYGLegmi+6YGgquB7+X/uRS0y2Iq2EXjRLVe2aXFzjPj0DvsbiFv0LfK2NTsK5X0OvoDJdoyvcHQXPM2ulb0t5tu15I4bX2e/9vkMBbcZ11bO68AelUWEjGtS++iEAE8+oxyVTY+6Th8QeWB+/M+PT0kMmq4oP73+allz/KC2rEATvcfuU/42++8Yg79juUxqF9EkislEWM4CIfEuBuuddt3gVt9vNL4pD9h2mUInEZ6WgPihcxx3tkRjhbRlxbOipXEmvBilC6QD+rlKYoK/LKk40Nk0nQpBUuuIE5x6p0jMYGW9UTtYfSCspOePutEyoHezcjrMvRUW0jUZ6qzgDnfImJAtRlYo3SDlsFQ19lfQ3BGMSHPI/WemJteHLm2DuE2aln9yAjQBwVZS5kmSdNNM56xpOEsizrhN7B+JUkEffPjnnpE69RHU759v33iD/+CbxdMjIHlPoIV6RItN5Rh1mKNiGDzfewbvPoH9uHTBCDU4Ie4OnS5n7tDJO0ZF31E2QolIPW33jeBEy9NghLI9TDuUHob4OGtkTA1vzq4X6bxMmd+XJ9gjkP9+5rz4PnKOcHK/YD8vrjIhzfJznrJoN12Ku5bv+dKWpqXBHEGRy209gbwS6m1tK3t21beT4Euqox7lqThu5795IG+uP2aga7a8JWYSCEOtejzWrOe6nDzvHUu9l6XpMHtrGCw1BT73fChnHF4YjEtMGyPoKT8pjx1YyMmMiMuPP2CaiHHN64ws1rh6jFkoQxb771kJ/7zK/wv337r/MoeRsxgpQxWgTxruMIvaDtIjXXt/f1O9punmm09PB8umNUfauJVqTRHlcnL6Pfv8JU9sHmjERYPXkP4yzxNEHhKCvIYsNiaalcWApHscb5CuUCj7r34AqHc2EV7WoXTS9gRHHy5AytDPt7Y/J8RnQYo1SFr4JALHLBWjDaMZ4ED2JbhbZKacmyCF+FnJJGG7RoqlXAO43OiKOS0yeQTQNNgFJCNkpBcrRAVQU4YLkoiBONqXOUogTRjsODHebH9/HqTV669llO40NSo9HVlMiAlzFQBmiDft/TINtx58Y18Zn6ZHty6HGOmlFQOmXD96IWO0Kw/nUb9kYIzIqmxtNd0zNabbTJYj/sOY3AbDT2dbw5sMEFLxHd1htgmKiOOu6Uvr6i1HddDF4uw2xAodFqoN2tT5hDId4J7AarDz/qbgVb/95AU12JaLyIwiOvlbraR9+gQ/JxdC3EXQ27/BnE0KEvuMNfrZtlylATOf986bRj6kegaC3igxdyjlC/jLC+tIeI6B5c1HSK7joiUgdq1BF+Iq02YCT4CxsREIfxGm0DXuwjWPicvd2CK3u3KMaGo0enVHlC+uYHHCR/hEl3efUTn0FHV/n5T/8af/vLf41V9JAoqXASUmsZ5wbJmwdNl2Z5uO4pFNbg0r+RtaJROO+DG6ZSiBe8s4yvHjDVtxmfHWCrnMrPuV5+QKTvE5uUsnQocSQavKTkqzI8G1UzGhowOgIJyZ7LPPhFi4tx3hNFGlGGvLBY8eztT3HK46zm5NSyvzvm6PGS/f0YEYe1LqyEziqiCOZLh9YwTqHylt2DAJ2UVqgqD2JQWnP08Iz9KzuczWZERDy4n3P79h5aLJHSrBaO6W5K6ao692h4XpX3RBqcExRLVHHEvCgoTwxPys+gbu8QMcIpTRkZtAQvltBXbE9IBa3Q+6Hg6wuy9XfWwiotxNdt69ptse2TutY7GyOormdLTJiQBNY180aoB6HZYdtdJGvoGSg3nPj9ugF3yJ4YtPBeVi0aF8owpkIgUwNXritt9fPqPZv1/qoYGjHDOc0xm2NgXUNv/d9VI3Y6qCV8mro6Gtzm2URKcKp5x3V+1pqnJjCoB7/14Lt++QQXfxrnju9paTVyXX9UB0uElxE0HKXP+bTnBza0tl4d1uLN3+EL7F+v4Y4efp6liEgwblBP+r6mE2iid4eXb0tgpOs6gvEQ9fq5Eo12EcZHKDEIhrNIuBs9wb6u8a9rZpOSu48f8id/9AVOjt7myYPvMn/jLW6tPskv/8h/w15xjViBMi54M7h0syF0nXZb2TaZtanv6u11KEAphVYp++MXSGZ7RI+FeXnKdJLB0Xew/gnzZUleWJY5jCZTFsuCVeHJVxZrHVGq8aJYrhxFqbBWUZTgXMLJrKLwI85WmuXSsFh5TKzxKudstqAoPYuV4Z33lpQCD45KnNphvgSIyUYjtIrxljBJWI2tIE3TevCFNEeti5mGKi+5dm2f1coySuDx0SnL+QpbChGaIq9qmEBjnVCUYbJYFsFjZjpJkdUJ+vQBe5yxl8zYS0YkOiWJDyh0tfYMzeD7tvex7b1dCl9XIMoTeNCD545TDe/KOv9KX7ANeV763xuf8iFfixt8Wv6Xcz79cxr+mAbO6QbV9tKXG+tYeft7D3ppoKCWMKv36dfTfDcmxugYY0z9iTEm3iDpasi1Qt1byL5URNQSetUfDJoAtWgV1d4uf8YyFjWCtdkGwoSuOs12HUO/uLMOeb51vUSTZpJW24T1OTDO+iBqVllrFXSYZBDq9LTzdTm47dz+PbU2chXq0wS8u4VelKdIoSoqKnfE9EYGNuXh8RkHWcaXvvFvuPc7X+KnfvQz/PRH/yt48jF+6fv+Mv/83b/NHbmHxLpeXNsL2wU9I453rYa++YyGdSjdYIph1ZEku8THU+w9xzgdk7sYlmfMHtxjF804G7NazkliqFyJE48XTZxoVORRxlOFGCkKVVFVIDpmWXqKwjE1DiuecaJQcaAfdTbQKFQOrNOI0uTes5iB6AInhlVZobTDWc/ezhRnhfl8wXgHTs/mJGlEkYcs7+AxLZ4qnJ6ecHAQo4wjjjSjUcr8bIGKghIRmQgnHl279FnnMVow2rD0jiyB4sQyv/c2V39wzp3cMtVTzuQKOj5D+XWjaNBmt/X9xlh90Zg4/7egdQcHuU5wO2rttlWpHSKBnrfzUQ0eGV3dfc29gVwUXeRNq+oA51FQ9AKN2iY2UExtgBSG11WdobRf+pBG8z3Ut26g7Z879FAJv29p5uDYJnlL7WVTT4jtUVrTcNX0DaXBdVFhRAW4RYILY8haZFsvl2dhVnnuNPT17f73Ps6+vq8RimbtBTYcC5tW9s2ZfLPO7W09Txta9wwJ2/XHr2377rjw0rogCSQCMXgCFa7TvmZP9FCHV+sKMp9iiopZeYy9VTD53FXei2e8W8x451FJvnqMffgdXnEZu2/d4Ceu/yVujF9BS0IZ5xfeQ780msl5ZT0NXvfsw18TTUiPp1xRY9Q4RewOq8ePSbM9qmrCKl8wnUbsHWRUtiSvgtdK6Sr29hOimGDRDFZNTByRlxWiFTrVnOQFpTgKu6S0lsqGnJ4iMU7ASdDaMQlew3xVoUxEXkBZBk2vqgryPMf6iLwEFcXklcV6j0Ow4lERWAvzeUmaGayr0NrjvGV+tqAswBaB5dE5h62CgFssGmhAUXnh0SLHakh1ipRLvv6Vf8bR+3eZkDKSa2jf4eT9v/1y0fs47z1edKzgWgKsQFfraq39fJbDPibc19T7x/RZEButvYMgt7Wx7ueDm/U9rV8Gx3beL91zOfcTuDMHz07raEMLf+qn1Zx72nitsTe/9zX4ZgVwfp2GSHX0uoEGwAzac9nyHAn0oVBt9n348gym4Y02rNFZPkO57EA675xgyNFIHbjjW3wudOqmxEDkNJEEWGfpVui9mCrWLMWjohGPnjzmG1/9Q+6/9V2uj69zdXqbj9z8GOPRLqLPfz7rGOyf5nmESjSqNCinOJ2dMJ+VJFGEeCiLMEjjxNQ8IcHIKSokIxiNU5SGKAoDz4tgvUPHmmw8QhnDahWiSEUCro5ovNNY6zA6xiuhKG0YGLUyJgAm6H0iUBRVu6II3hy+9S7o4BZNFEFRQpZlGEOrMQKkaQfdNa6MYYke6HSVUsFgasK7LVY5aWzIEkO+XGJLB77RFrcNzWcfrs/WH/2GwP5wZXsYf79NIk8bn+f9/uzj+ryyAcOsQTTnTaQf9jO0O5wva/40cui5gFygg1fCduMe2BMsG7DFeg3CeuyREs/ahN66FoowOP4y2LGInIfMDI9tjUdD3/dwbueTqqRZEgJeAr+DSE19GwKQonolIUjbH7RApUAnM7QET4+Kgnv6ITc+e4urL5XMJm9Tykvc+cYXWHzwHt/36X8HfTTiL33u17j74vv8w4f/gPeefJmYCFfFSFqBDvQDxgXX9SIW0kpwzqK9x0vgnHEQMqMDkdD6Koiul9QKnA+4MWKZ+DHLQqEk4zR3ZPqEhfPc55Dr4/uILLFlDKVD+xifV1gl3LgxplzlSBGMiXkhiB7jlRAnJfnsDA1c2xuhlMa6krKqugTM1EHWVmFMQkzK7sghvsJEFuWCR804jfBSsTvNOF0sSRTMH6fkiUVnJaWF1Kf4skBPEvb3Sk6WC3YnEa4SothjUiGKJpw8dphVjq4gHUcs5iGcXwSsV2A1ZuWx+xmLyKAsjGSXZLTHooRYHzAyJujLNZQS+lXfPU+hvAqwiFKtJh26uMMTNGx6TgWdIKzHhPLtOGgXhgQeF09I4C0Ilpyg29YBSHUSjtAPGyNgEyykCAbWYVLoLuipuVA/Nd26sOrZBVqHCNOLLekHBPVP8yFZRPPIWrtDvfJVnQG0w8877bmp00lH6ztszppmv9HqoVIWZEUgOlO6b28I8J2S2mCsFEKF1qAlGEBFHEYimoQe6hkm8udCoCs2IZb10o9UDx1y7YB6Xwur1QJ0IFDpBLNS4SV0Lk/Ppn0OrjPYH4T+kAa4PwF1k4JSnSbUz4RyGb1Iiwr5H8XjFZR4RM051g/Yv7XH63/+47zzVeHRG8d80k743d/8dT514xXmd14gvjHmZ/7if8xv3U15+PaX2ZmuOHYgkSFxERkCuJq/3AavlfoZNkMz+FpstjTMTfV+D8po3Eoxe7KgcDH5MqbISyayIM+XGHHMl54sLcKEYCuUCcJQ6YiTsyXjDM5mIalyJUvG0zHeO3b2NYhhuapCeL5XOKXQRhBnmewYlHY114ijUiXZFLIkTIKGIGzcOOCUebpiVSliBZIvcXNYrsKKYVEUVBUkqQoJkxFKo9nZHeFlhdIhEXWUVJRlncMyt8FP3jqMAW+Dq6VKYXlWoqsJzgmYMU+cJXagK8telnHM8mk9cO37dm8RoAeLdPDIJuwRBpDHBrS+NghL7U7o62TPug0hDflhFc3Y7Ls0BqipEWwDhQjouzpu9J8t4/A82815x5/7W48V71ztexuB2FMEqtBxR/XP7ShzNWhLf9XjCbeka050QTD0KROkh6dv57vZVp4Lgd75oV8kVNcNib1fhF7nqb/XBw1n8tBpg4bTdK5gcHra8rL7/WLSr7Y0Y2pLX2ias97Zw7bvNKYLmqQbDVSFLJ9xDE555u6EpT1jdzIle/0m1WnK19+7R3F8SlYsGRdzortXeGXvJX7hM7/Il87gm7MvkGUgRWB6Ey1EGnadodAO7zpNcXAfQn/p0WtbbStQGqMiqplGzSvy1SnFMmJHG5bVKQd7Uzi2pCNYFRUSBRPBdC/GeeH4bEFiYFUBxuDEsSpAVisO90YoKrQ2+DynLAkumUaBspgYRhNPZMKKaTaDnWmofzLSJLVXgXMOq6pghI8VsfG4KGF3z1DcXTGNFBXC3TMgStlLBWM0WjkePipJ0wxtDEUBhV0SjyJEghtgkTsmkwSkRPmwavEWMp1yNiuZHO7w4HjBwd51JqMbFIVCokUIcqqenUVxHerY6o3S+LZLH1Zo4KEatpLGzS64SbZabu1l2PzWrDgDvUAwlopYmjyiYaxtGiulMSat9ye1ds8XioNa624EsGiU7jxWqAVxt3LYtEk0x3a2Kz2QQ93fdR4ZtfXr+rMPLo+dDz71mFXNPyU1zBgyjRk8XpleqH8tl/5Mhv7XUZGXUZTXBV743hPmTedsBE39TJpkrUG77JfgN+2fkkNN1uTaBYpDD2ZpuCza1iN1UEFHKNYIdTfoPBc9C9HBBU7VYLCUDpPUmLD2zNwct3+PV3/yVb71j96lzFO+OjshefgBt/Kcj/zuF7n+/kf56R/9EY7se5wWd0jKCqcqlqkhUordypGbevCqHrfzRgfTKPG1p7CAB6MMTgK7HHnM4nhGtRDG0yssVzPmj+5hpil6ueJgBJNJjFKe0UhReQfKIJaQoq2yWDViXizIS0GMYr5yjBJFtcwRgTgDt3SkiSZLNbs7EVGsEGfJSxcgPDsmily9MrNkkcEBY5OAEnzpONSQx2BTxfj6lKKcMJ0mpLzP2all/9CTTDXT8YiiWPHB3TM+9spVShfIuVaFRauIvLQ4Rx2QZLBNIJSGHV9wd6G59qkfIp0WzPUB00w4/eA+B69mnOoDlFrWfeJpGJ9f68znaeqdYbHuQVsMjNTCsD5eAsVrK7glcPqYus8pHTQxofE4CROAr71fUAHG0WtwSSgd3S70FbIe5LL2vTt/GO0Z+FrWj3ma9j6caEKC7W7M9XHvzXp6bVSb846rJU94bD3oppnI6rkRH4EOJHD9FYvyUNUUKFpHz2Q2eG4Eens75/VfvamxrGvpTT190nkDLRSje9tq7UBpheM5ZbuSeq4W3UwuIsFjQ+pB0Z+0GpwdGvfARotav8YaexzgdRhY4gMeF4lCV7UrlIBYxRM9462dOxz89AHqOxW3qwPOHi6o3BI5fZdX3hlTpWN++Pt/kj/If5tV/ARlwGtHpRSnRui7ePUZGlWj1Ql1urLaaKh1EMiAwRApw/LJiqioWJ7OKVclh5MddvcOcGKJdg6R6ii4N8YxysDibInDYyuYTmI0CfOFpbQRK1tRLT3iS8x+hFIGE0ch+CjyZCPNOAXE40shLxxFHmgUilIRJSP2ru+jdMlqdoLkJUbAeE9mVLBJqhJXley/+ElWO5/i/tmMye4+5mtfhQzUyCHRiskerE7hzt1HHF6NwAjGGKI0ZlVYEDg7K4hjxShNMTqisgVLDcQHfOEP3+XTP/EL3DMH6JFw86UrLP1jfBF3We7VpuYnUpNFq20aedNdG82856nSiZkNYU5TXxPBWBNEiQ8MlEbrWjs3TfAm1AkvGvKtIKADRNPg6gG2aYobCNIBoZiYDcE5FO6q7n+6N17Wj+3va2hrzzcutxh6PbEMjaJDat6BVq70Rk4D17d3NEhBbcPp2tEYg4ObYpOuT2upSbiaYC9CwNcWmfe08twI9PWyMSk2nbj7Ojx+y76+MG8w9E4jAPGXe1h9F8RuQGxvR6h7CPVIDZiFvqxpXLcUnZbeWv1VsxzerLM/40T12GwCpnUr3BUogyZmXHnuy0P2b1uujjNO7p5w/cpVoirh6F6OPHiD3dEr3E5vGE50AAAgAElEQVSnzG//EF9a/QG5W5ERk1cVywTGNuB6XoX60aoN6W/YmhvopSEs0gIejVYavMIXDpcvMb7E55aTVUE2irl24yarh3fYqY5CBGViKMsCBzilWXlPuXBMshGLsmBVWNLRCK0cq7LE+eCb7z14FxJQ28pj4zqpQhQHgV7V/uhmwVxHvPqxH2flHCpfYE8eUS0fExvHanZMtr+LKudoPH5k4Par6DLl+w5G/Ksv/bdcCzmhcQqySczZccUo1VRWk00nlIVnVc7bKPPKQpELBmGVF+zspCzMlBc/8ed460++wt07bzD/yCfQ5pBolGLLt3DFWxv2iY2BrbZr4tLMstLtl57O2HcvBNpoYRFX9zsBqfNiCpgmXL/WIFU7foK4inyAPbSu8TJpoj9bUYfQBUZ1boabmm8f2392m9Y5GldbGvB//XrbxpoZCPd1v3W0ruVNOL8zpHbKV/u+JBjT+lzwzbG+5tPHahp+mhDu30CqHrOxSrm4PBcCXXExvLC+DLtUnT2FdmiU7C+rwtX72Pt6GQpz2MTbN08aYPmDv8MO1BpQt9z7RXAOBA+YZlh6FSAjBbjagi7KkfqISDvO/BnjXUhyzZN7M04XkC2hXFREJ/uMjxS3rh5wI/4Ij8ojcCVTHZEXBdoE7duoYHBk/TnWqxClu1BrqAd+85y9MDt5wiQehYTMWYx1MM8tV8Y7sAoamIhQliUiYAWsD94tzhd4FbIemThqo1K11ojzOCtULkw6hQNWlsnYYJShEigkCFZJCJPA7i2UGpMKpDsP8Y/fYJJ6ltUSPd1B+5hYOQpxjPfG6OOIe48rykQRJxMmU4WuFpQrj7PgYkJQ0ixHmQiPQ0fB59l5z6rwlCOHs+DFMFs6ksOIEk+OQ5mIqvSUZYnOBEwZKj23L8oW2TUU6o1w3K7B9zR7tW4TCsJHBkKsr9X3JgQVgBMtvesM+vimkDsPUtn+W/f3orIhE6RZNQyTS4R2ba+s27+p0a9j6rK+Hwb1NwyMg6Qc0nhJ+MGzaJ+zNDQHpj23jZa/eKYalOdCoJ9XzrNEh7LJjtgXnluJ3PquRdJ206e2o3+d/qC6uKjBcSIS2A3XWB2blcV5nXbdUNTcf+SClug1+EiwrfwUkArB4QVGBVijODIncCPi7OEC4xXRMqIsIyb33+WTBjJ9QPTZH+Ntc5dvnX6FPS9cVzf5ZnKfsgpLQk+dGEN1vPKdUS3QyNaNBALkorxiMT/DlhGrvODs+Iz0yoTRdJ+vv/keP/n6AUZH2MpRKFDa4F1ou6iIyoN2ikhbnICOA89FsQIVGaqipHJBY8yLgOsuC49VjmvTlKVfUgAqNVjtWDKCK5/BTF8jSqaY8gH/H3VvHmvbkt93fapqTXs+0z3nzm92v/d6fO321LEdy7GDbSXYBGQHEJEAYYQSCFL+YJAQSFH+QAIhECjCiBA7YrKSWAoCQuIojk13nHan3e55ePO7993pTHteU1XxR9Ua9nDuPfd1I73U1b777LVq1ZqqvvWr72+SJ19Ez+9isoxoZNCDl4jCPlE+YXz/61zb/STHJ7v82J/5C7z7e/89N2/dYvLoHaKkixET5nODCizLvKA/GGJDCJTL2KNTTWlgMXdxwtM0RwUL5rngY5/9MxynHYTaJTQnFGlOGsyYyT1EOfE0yXpf3C5AuLp6s66nUdqSeTthsZsaGkleCBdjpQGTJrKhFc6btKJeHMtRImxIFfsFH73RFb9+fAJPXo2D6ve6Vcz24lYG1ghPU6951q7wsQ3H3rQpfR9u9jXK1KashwhwbazTPe7pNddPXU8Is3JPksArnVsUT7VPBEDh1u5C4ExAzVN5H1wmBd1fA/4U8NBa+zG/7T8D/i3gka/2H1tr/y+/7z8C/k3c9PTvWWv/n8tdSsUvi1Zyi2ZZuGoz7p/BGmivSsTtoDqrkgbQxO32Ssv2im3VoqVpe2vRqx2gcdtvZpXqmozxdt7SnVNKryBVzbU7W+9azq2ficbllBSAkJDL5jqVqTox9fkEBhMKpA0IAGELTvIHXPvoVeLnEmaDnN/9vSnRosO1R6ccBZpk8DLXb/4MP/HSv8M3/vff4MZuxks3n+UbhzlfKb+GMHNEIQg1oAoCDZl0drZCB2hK/wACBAVKS8zZc/THExZmjJ5PGZQROlsiOym9fsR7Z4K9o2sUDyeEuaIbTckijc0MxbnAxBGzcMkoDBBKcD5WWOGSP58sQkQpkXbq9BQiIS3njAZO+SjDc4IQ5hLCxFEvetjH7H2c0t6m3w8Q5ggt+8zVFwme+yYL2ycKY0wwIhu9Ri5vkMsO8X5GGL2CeuZnOF6+jk27TPSEpUoo04xeYYmjhELNiDRMKeiWLvqj1u79qiyh7Kbc3oMHBx3O8oSjlz/Cd8YF1+UNFr2HxGYHxJlzJZeu4zg+3awEU9PYGpjrPg1OYDDa/5IY3UQx1N6ksMoBaj3tt80yprLEsKJECgVWOUsND54uWqC33JAV9VbFQxFI07jQuxC9eMsO19krqbPmvjdAX9XhnQUSKyv3erelyuWDcGPZ7fNZpESAqKIbAkLo6uH4czibenxqxEpxKaVw5sBeKm6AdZUeMhvS4qqJ5qq03rj9V0UI96ykkFhR1NSLxZnEWqQ3Z3Smi8ZcHtIvI6H/deC/BX5jbft/Za39L9obhBCvAn8W+ChwHfhtIcQP2HX/3LVykaRcz2oerKrOJ1ugDZszeWUgtCHd2kYidgduisWrYL5Ot6zX2XIv7eUl0klI1k9Iol2nfcyaQPGUvBlcIOEb6waPkohAYYVmXM4ZBIrRc/vsfXvB62+8i8n3+QFR8MLOmOudGb3ojN/+J3/IP52+x0d+7BrBa9e4fnPAnWyMRVDIACshVwJV+gmrNQdV1x7KmHlmmZxNCY1FIgjDkDgJWc7nXL/+DMMooNONKdJvkuanhKIgMIKyVJAYhNLIQpDizDKNnhAGguUCdHdBJEwNmDJM6fYDZFhihSQvJMtCUwoLpk9vb8jMjlhkJWHPYkTmel3QI+pfpxN+HKvdrCqDEVG8Rz7RaLPg9rUD3v/2l/mxn/pZfvf/+Do3O0MWp1MWaUooIU2hJCXIodMbkc/GRMUORbEk6WUYBcamBKHiREfE+7fgfIdx6oI9zeZjhvt9YJe78h3ylb5ragutWtJekzgrt33b4sldUCvvXIVxSTyoAnHZJ/azpp866cfZWpcuU70wPn564MFVupypnic3wqCMk+Lb9Esd70W0rVx0DX4N/25pOHldA7QTjqoVRRMlcvPaXTyn5j62Uz1PW6zHodVzXe7YDbPMrXWaCJPritrLlMvkFP1dIcSzl2zvF4H/zVqbAW8JIV4Hfhj4x5e+ItrSeWsW915vwms5haCmLyqgX+XBHYK62bAdyrK6r/r+3N92HcDXwVys1oc6gNLKtfs60l9M5UDgVr/WOc/43zWH3j7PxtJws/O1X/TG+VtVhQRbGn+dAgLJwuYYMUXt93nhM0PuUfKH706xp12G336LwfsPeRR8ic4yo8jg0dcfce/RmOu/fI3TEJbG+uh8kkJKEmd/5a7Tec2jdUEgBJHqMM4kepnTVR1URzBZZqTpjIPOAGsthRbk8UfId8YUywKVTgmyCFMI6Fp0kREYKEqBCjSdjiUQMQVgyF14MRGCSNByShB3OJ+UHO6GLEtLgcKEAcS7lPFzKDlkrqFnFwTGUOiIQscE6hoqec0BkTVYEVKKIVJqkiRiOZlx5WCP3/79r9EbvcqDsz/C6gEimBAHgQPLGHIjmWRjgiTm0f0pR/sHhFHJeHpCmimudZ8heeZTHKtdTP8QG+zRT7qQ5/TDLjLcoy8Vp2kjLa8CdcV/t2OpuJgmtvq2PgkxNOBdW1C5345AsxvU5DqI1EJTpay31inG8d7LxnVaW3lmWlt7xlJZYtXCV8UZW0BhKam8Rt1lOJCHKjCY+7saS+tSsAuC5agJJ+H6ya1OBFJJ6Ou0JfUzrKyI1sdYPa1UuLImcDXl8dJzI6WvUi+bgF1NZg290/5ctnwvHPpfEEL8OeCLwF+y1p4BN4Dfb9W547c9sVjbNoszKzfSlmi9VXe93Vmy+PS2teRS8bqrXPkq4LdeTJ0Ql5Xv9rVtALym7kDQdoOu3J3b2WWatoTxC13pJhkBztpGXsyjr17LqnT/WAnL35q1FltYZAQlGUupeVjeIXqux0DtkdmUd946pZfljAZdCiUYvfgMe5MRd07v8fBuxvUsoQyBAAJtCAqBNMZtEDT0EriVgXLL66IwHIz2mdw5IwmdSaPMM5Q0lGVJbgOmuYbec4SDPaaPBJ3lPZf+UfcoKRntQ54FdDqKskzpxDkmEMgQLCGzpUSXmjjpMp+7CTPqdMmKuUvEPBhAJJD9m+Sp4uR8SdIryJYaK0NKYoLkClhFVqYEQrugSiZktCfpd7ooPeU7X3mL41RyeO1TvPvgG3zk6ivo9I/QaUopQwaDEiG6FMWMQmdECWT5guHoGvfvlwS5BRNS9l7l/mRGb/+jBEmfOFQUsqQfdTGJIspD2oGnNA2QOzDWPqyFh0Gfp7IC7dKHn5U+EIDFSevGlCCqIFyubbPe2X3HqaRQZ0PunIuscNY6mCqsrOPo0S4rEdL5Iljd4sGF9h6QFTcvPMBXlI2LkS5rKKrGmUGKCghFvb36rkGd1uRW72sAu5HHWtEQtwB4hTfGQ0h7b9vW/Mlg3k5+0U5G0oB6+5yYTSCvKJz1SfUy5YMC+l8F/jLu6f5l4L8E/o2naUAI8avArwIkuzgaTQA0CWrrVXyDyvVvYXwN//BkJeq2JIfKVroq1jYfJ703L8gpLauKq8e0JWhhV2d7R6eIFXBfaVPAupeztRarQSov9ay8r3bnvbhsLsfWJXVBKa2z6bMCaSw2t0QSoMTIkrsqZ//WFZ4pd7lz/A7fGmuidEYyHPLGnfeY5iVvFhkqkby6jBkeHTApJgRowlJDAXlYPZcqngsQOAmuLEviIODm1SO++s4JNgootSWdTdnb3+H4WFNiicKAYP9F7jx4hyC4za2BQS7uIcqUwmoWWnJrPyTNFvQHir2DDnkh+Oa3ppzPc1IDnU5ML4NlXhJKSDo95lmKSiRLYNAfYHpdkrCLFBE2kyAVNoAgFBgkpe1TmhihXMTEKOkRqpiizFmUOWmwx9HtXX7n87/P87s3iPoHyEAhEoUtI4wpUDZF6SHLxYSrfVhmGW++8R0mSzgahpzNvsMVYrLp+1y5FrCczdg9ijlJDcJC1N8hOA0prZOhXSROaiC3OBDVPiKi6wsubovBRX6stpWeZqnoFyNKGrv0LQrUVt+pRp8BrHa20pUNOjav+fKa2rAGq52Xsazij1RepVQmeZ539NRKuw+bKh5MNc6EokqP1yTJUJ6GabwujTXe98L6NlyIX9nipR2Yb4YhqJ5r9e2ewRp4yk1ad90pyfrlyDr9457PevJuED7cr/OqlXUSnpVzW1mv3i+DB6tneMpirX1grdXWiQj/A45WAbgL3GpVvem3bWvj16y1n7HWfibq1VvXwG1LKE0qBeljqIY2+K/c4Rp1YTbRti2lX4Ybk2tUTj0UbLNOk7a6ZrHarnWpqqwVdXjdx5WtwlTdETe3u5O7iUsiUNYlzgiMWwqX2nCenBG+bLn5UzcpDwLmpiCbp3TjhPlZRqc7ohd1efMLb3DEbQbmCjkwD0ErUMLWVg/WuoTK7r4MiIKoC7t7Q7SQiCAmLSFdZgx6fTAlKgpx8VhSbNDh7izGjD6OGl7B2gIFBOEOeTaBoqQXKjpBTicqUBIKo7CxZCEykoMu54UmB47PJyyWAdp2STrPkBdDclNghaIoNFGQoPPQ2bHbJcZmCCJCkaBNRK4DnBdRRJSMCDr7XHv+NTqDIz7zx3+O7tWP8rW37nLzhVfJVEwW+OjytuT0dEISxpQl9EcxBzd3iPcEZVQQJLt0o5KemGCLGYGdsdPRjPaO6MYROSVWByvvtQLz1TCynjoxTjovV8LUaq9ILTwVU2BEWUvpxuZNIokqTK7/bCab8BNJ3a6mMAWFKXw7OaUtMEajTYHWBdqWlCZHmxxtCorWMaU1lJQUtqC0mtJqiuq6qqQX/p6McdejTbFyz20dgHs+7fjj1TOq4vevClpP4rBXxpDYPMa02mn2NavzzbLq1drQK62JYQWDPhi3v3q2pyxCiGutn/8C8DX/998B/qwQIhZCPAe8BHzhA7TPk2ali2kHu7Ef3ERbJYgQPuRs9cFYL3lvP1cDwJeM48Lakq1eGbQlgO0v7rHg/JSlilBXaeWFdY4+VXOhkGTknIlT1NWA8CCmsxOzN+py4+ZVnr25z7XRiL1OBJMUe1xyRV1BorARGCHrCHfS00fSW9+4BWdBmCjCULFYLFikGUIGZIWL91EUBdoULHI3YIUuCcMBZbSPTkZYBXEAnSCh1CBDCEJQEig1cQhJEhCGznStMxxRCkg1pIUl1yFZDlkaUNou1loWiyVl4ZRwysfCNsIBUalFDZIgKIrC1wvJMk3cG7G7d5VrN2/S373NYO+A/u4RVnWxocJYwWggkZEL5hXEilTnxL0uGYLUKlRyHURKHGh0kZMuxggK4mTo6ZIcq9thbDfty1czCXkJsAaxBsjWgWe9H5k6S1Hzqfl4/3c1gZh1EN2Ila69RKzXrm/1umpF7RM/66C9vr/SLegL9m8e970U9wzW38PqeT5oEWvL+A+qsIXLmS3+r8BPAQdCiDvAfwr8lBDiUzj0fBv4twGstV8XQvwm8A2cwPLn7RMsXJrzVB9R/17fD14irpdKFU8uvPIDF4Jive3W340Evk7HbAfqur4BWhROBWArSyyfEsm2ODFr29fuG1TN+dttWOuvv77gNifYtFP9vbqEXH1OAEEpMMKbu0mD9CsCgwBhiDPIOoaHy2OCgyHxR3vs3Oixlybc+vgP8s/3b/O//ObfpN/vcXCjgzwbYYOIt/W3sDvQlTuIIKXUJUZLZ4pldb2uKpnT7RnCREGgmCyWyLCLNnOs9cozYSk7YOZL9uSA1ExJ4z5mcAWZ3udIFQTinDTugExZljmdVFAsJKNuQCE0SxEQd/rsPvMxztMYuZgQ7ww4e3/C/fOHJKR0VYKYatIMZmlGWi4JZAdtczQaKRQm71LYc0QYEIbO/b5YZmhZEAUxWVky2r1BKRfs6tf49ltf4K1HC7Jol+uHEnEm0ZwjBgH5smSGJhn2CQ+O6Ja7RNpQJDeZLB4wHESclznn42OEOiDsHpCevUlWLKDUnmqpaI+2YlO3zBUrVaKpJyJHPWi0cW/AWIOpqRcn5VfUjau7KsFuKuCdzbSb46x3a3eelCWlM0W0llLKRo9U8dWyGicN595YcTgKRngKxg1rWyeSFj4WpvD3pVp6tcqsUIgSp8MxCKE9Wdvw56t8ZmW+uUqJblOKVuaRojWmTHuQrSDKkwP7bVIv7bLKoW+2/3TlMlYu//KWzf/jY+r/FeCvPNVVbID36gOStgVywv2olCJSwDZ7WtcOWwHernXiNm/dAH77gEusGJ4Q2Gv1/G1wthtA/bRtXFhKiw288xG2th9wTJMgEYJcWzoKzrMpr/zIx5Hvzzj+1vs8ez3h+MEZv/xLP8fXvvI5fvS11wgOD/nO/H3uBNd4e/kWnTxmrMeEgfCtG6gS9wqvGw0NeZ4SRCHzWQba0fqz6YIwDBHCclqccE0cEeUhu9EQOrDM+hwMnmeHByzOH1D29likS4Z9ODuxBFbQjSWJzsnTkp3uPt3dF7j1/IAgG7M3yLhz9zt0dzosdAp6jpkZ+vuHvPn2W1w9GnG0c528zLBSgw3JixAbOxvnbLkgUSHKglCKTqfHcpxSKEWqS6L+VZLdPc6P5yTDQ4rgjE4yJC/O6Q1eIYjvItQpnYMd5HCPZ4bXObv/NuPinEQP6I/6vD/OkaECaUlzQTafkHWXxLICnrYDUCPlarS3XGpZwNBIjKaWHFdNGY1xEre2ut4na4Fgtf+L1j+3QWOsQtgqJZr0vLqox54REHjOH78iNUIhKRxAC+GUp8gWuHtO2QZ1W4BPEu8nASt9MmtoxuHm/VlaQE3Djbfru/NtG0+VFdDmzrZr/2rZQnBs8Xlp6jag3rZyaZfvRTqHD4mnqMBL59KBeT0P+nvzwoGbKa0PXFNZplSfqkOumbLU8bds++W6IqtjjW0m9Oq4FkBba2snh83JoDpPtRRlY387kE+tb/IUu/Dncl54bNA6Kw+pbrhqn1WPK9YmC+UkJFlWk4ZuFE/aksc5O6VEl4J5vOT17E1u3DyiVz5HPjbMZjP2btwmz0K+8fab/MgnfpYX7Wc56H2KX//cX+S0P2HwBz14FrKrc5a5ppvERHnuvFiBUr3H2WBIGO3QV0vuLjMmKmTyxrvs7O2SD/cp0zlFuCQVmul+wo2kx9HthIfzc+aTDDsAUZyjBJRByEIWqLwDoiTqQC84RMgDxvI2vVc/SZ5OSe2Y/qJPlM4JrUKjOHrxj3Hv3j2+8rnf5bOf/iST5alL+VVEOCPIuwSFIAgipBaUwhJEirQoMEGGVJCWGR3VIZvfxajbFF3LICo5vjdmR+Yk/Zvcff+YzqBPOD/FylukyauEV17D3v8/SXqgrrxAsfPDXO3vcnryAK1epCNPmAnF6btvko/c+9LaO9ZZswLYrn/oGsgxJYYCYx3n7CbVAiMsGs+jC+2VoquWFtrmbEQotF7qtBYltO9Tiirkq6BRSmIt0kvqErcsF95jVBiJlBrl+51AYWxl3thKnoxACO2nD6dsNVYjbOhTxFmMzZDWK2f9Pync6qA2U5TOMsaaSilaeknfeZWaaqLERQG11iK9QCWE02Mh10F2Gz9e/a1X6tT7WizC5rGrpZLchbTOcq5eXchWncuHW/xQADqsKy+37Betb9MGW1b/NnZj36p87X45hej2B70O5nUHr45e+Xv1/ALbJKP2pVlU+Suwq/hcbdv4u92GbdpYVRmI1YNX7mOVklnVO0BUdtEUSFWgzIzUlLw9O+f5Fz/DMgu40rvC/e++ydnde0wmU175oW8QD15gT73KZ/b/Fb4y/y1OTq9i0lMOZMxsb0JZlhTSkhBQWEiVQXc0t1+4xf1vv0F5vKDTPSRlST+6SlcGnBeGsCMolymRcjP74c0XSI/vwvwddAZYiOMeszQEliQyJ5QZpYK4M6Qz3CcPI2SYkIQB9965x/DqC8xnE3aHB2gV8dIrH+Otd9+l0+1zNpkSdzuAIarS25kSrQ1haAlDByyLxYIgCLh//z6j0QhjFqgwJggCxgvDpz75k4xP79Ed7REUxxCUvP7V3+WTz7xKOTrkq2cdXnr+eWz3GvODTzHcHTI8fIY8vsnMZvT3DijKCCtDIgmdsGRRzBsQqFz3a0DXNdhaz9GZFfd+7ZWLFkPjWOQol828nJW2ow1c9QrZx0Spaq5amGifBKOx8Grsvz2lstYHHXA66kPKhr5x+9wxsq4rET6Jed2WEC5CoRB+n6AUhkDIOplye2Wyatq4nVJaGSvrRhMVuD6l1Ly66n6C0cKW398LH/+hAXR4/HNr3+N6tbrvt9z46/reesR9WjG9qaTz1f1NmxdI4it/b7n+NbBu8+frrMwGDjtv5OZ+DCsK8LWIv9VVrJzHH7myr9q/3plTpSmVo60iA0uTYoOUb+df5eCgQ5m/x/j8bW6+tM/zz/80Og2YlPfZTXr8iY/9S5RfE/yefsjDL08pT5Z89l9/jfvFXd5f3sOULr50YVKSqwHPvXoN5o948+4xpRHMizmHUUxkBIEMkdbQTwTn2YxZ2mFZRgz3n2H65u8zjCErIowcYTtHvPjCFd7+0u+4GPYByMERanTDJYcuIY47LMqYbmdIqkKEOiDq9Ag7XQpt+fhrP8jp2TlXDg8pyxxhtUs0oAvCMESbgjjqoLUmCCRZ5hJIj0YjRv0Iq0uS/oBXX/tRhld2eX9iuPHiywR6zqP7d+jsvs35MqT77I8gZpI7DybcGkDWvc1ExZzPrxD39pgVb3tuuIOkgwoMgc1rHUNt0bKhaKwA3duSmzXLlxbnbkyJpWUBU0deXO/PjbTZAJ/2dtkVXVCZKYp6fxXXpJG0LY1JXgAISuuBmUq6N0gTANZTMFVUR5dBykUcDIEqrGw1Wl0WLeknleoetef2K1pJ+qBclR5ilYrx32uAWzsftXHG32ebAdgca9sA+PEeoReB+UXA/zQA/6EB9O1gvkZ7VDNufYM1LLsIg20As5uAWxVZAXtLbG6nX3SzdV273uFe+HbOcf1etjJuvh+thFa2K7f52N9+jK+sZgRsTiLtC2E7mAP0ywxtoZACIwUlBiUDcj3j8+/8HomO+IlnPo0+fpezdMLpO2eE/YigC0F+xEd3f5Gf/U+e4bf+xt8iXd5Dv/WIj3/8Frn8HA/np1g0ibFMo1NuHNxicCUhUJBEISeTU17uRFwZjOgMuhTTJcNel05usALu3j8jWgjmIiEqIZUhSf+QiTrivbliFg5IkhTV3Ufuv0Kw+xxSQhwo+v0+B1eukmdLcptDESK7fb75re9w45lnuXHjGpPpuYtuKDSETjYzRtdcrkUjpCUJYtLFktFoRBA4O/rZdMrB3h790RVK0eHK9ZcRccjD+3fYv/kZnv+BtwgV5NF1jJyzOD+jPHmP0eAK0+mUeSegmGdYkaOUpshzCDWlzJjmY+YyrSXzOnCWl8at98rVaL+s1/V2938FdN4xSRis2WaBUvWHddrA03LOZsmdm0qy0LWC3u33jkGyUv57V33rpG1jnJWQ9LSHA/uKhnTgXtmxO1t1ryg3VTx1gxQV1x/W0n8dY8VoPxhKShn4UATUq5m2zXlV2uB5Gb7aGJf3sxlS28D68hL890sSv6h8ILPF73sRzWz4OHfXxy1TNuuuglgF3mrLw6+2bJ5TtqSf7S+isR8YNb0AACAASURBVM5pPivFNPU+SBFCbk5OLRPL9e/tz211pq/qVHHFJAKhYrp0SBYBu5OIzixCTxXnp4prz1zF2DndXgKl5t477xEVFjtOKYsF/+q/9ueIwkPuvz7m/J0lA9V34QFsgcxL5sWYoK8IuyHdfgjCsFgsSZKI4ahPEoVkZUZeFpRlziJLKUtDaQSyMyAlJBjsIHs7dPducLaEZOcaonPI+TIm3rlGJnrEYYQUzrElCCIWi5Qg7JAkXXpJh/PppO5bg/6otncG0LrEepM6JZxTlFKODhiNRiRR7HhZoQjDkCAI0Na6OO4qRKkYQ0heCErRYbB/jf7edYyI6ERdAqtBGw52RqSLJbpMCZVzgAfnwZkVGaobUbTsqisg3xRmmnfabKtAvCWN1yC3KuVXPh5NG6srAPdsShyL6acLr/epgmEZTy+aNRv46lqa66deJTSOTs7m3P29ZgLJ6v0/TkptR5h80vN5XJvbAP6ibRvXsNbWRYrOlZXAE8rK8/hnUUJv1jqXQz67ISk3EnPlWFpvM43usO1GXHHgjVNP9QA3KYtGWbk+qaxe1zbgbkvZTmJpbFqr/aJ16w04N3zcqqTeelYrvM12zflF5awPiQhQKGwBo0nCYKKIvwuz85ivvHmfL9//R/x3//mv0L1aMk/HjE+OOb3/kOX7KSZRmOCUh+oa/9yf/NMs5y/yxqMv8vDkdUTkBr4ooZAT7CBH7HQQUUCQp8xOLSp2Ul2oXT7RyWJKN0l4OD4hDnfoRR3KvZt0dmAR9xDdG6j+dUKbcHvvZc7vvcvpO48YMCRKRmDmYAvy5YxOErF/cEivO2Iym3Hr2lVOTh/Q6w3oxDFlmWOtZZku6UTOEaosCpTKENISRx23fA+cHalSgkAqtAyZL3LCcEYSxZQWep0O4/Mp3biLMTB89jMUZUZpd+gfCMZ3XmemJZ3dEUKXRKogT+e4lWXO+OwOyY6mMAuWOmXpI9WsKjBN3WsciDlJnXrv5iRQ7VlZYfrfdbvCrVQr6dfVa6ILWr8SoBVIC2wtsePVoZUU7wBLU0UZrPqxqJatVjRtoDA4D9HSJ952pr0SIUqkqUwULUoof3k+9KwVCOUtt/x9aVtZ7TgqpooBIyVeEbq9rEvzK4Kgdev+x42p9j6nXLUbMLZtUml/b1yTWP1ctnyIAL0p226yhli7Dcyr/1aplgqsqwBEDqz9t+/ntvVxHX1zBq1s0METMG2ebdt1NszMhZK5s7JdO7Y6ZkXqdkheuU1XAF/dTxUkqQH/arlsN9pdL71CuU6uNSIree9bS8wjuLKMuffulEWe0LsR8jd+6x/yL/78L/HFr/0BDx6+z3OH1zl++B6n6Tn/9+f/X155+ZP8ws/+Am+8/Tp/8Af/GPVKxsGLA87kiUv+IBbknZxwdwRRQJ6OiVNQskCrgljCbLkgTws++QOvcHp2j67SDJIBw5c/wez9kKQ7xMojkp1DZDTgbJHz/nTJ7s0bqE6MSiyh7VEUBUHgkkXHnQQrDLs7A6bjY5I4QklLIAVBFGO0xuqC0q8MAuXAqCgKAOKoQ1k6KRIrKcscIyTTyRxhNLu7I3RZkuYFYaSYzHNsWTCzPfpxl153yLsPHzGzMbq/TxB1QJckYcbcBCTRHoldMJ/eJ11IQmmgrMLAtiTnNgC3JN9qv2mJBz4AQB2vZZVqaZxwmm8HPrbVaRtXezA+/gp1CNqGz67intdUpzAuPrmoQNu79fuBVnPo1t2HwPqsVhLllaW2HowW6/OlCuE8Zx1X3sRdN8bHLxee15d2RTlaUafrkrED6VYd0WxrW6esA3tT1kfumqS/zd59S1ldlWxK5P+MS+hVaUvF7TnVtMC3/QBXqrTA2QN5y6W+mQiowXz13cj1DSs8u7Wbr3JbqSTqdvxqb7rrl/zbz1ZBcfuYKpM5WG+z6Vch7Yprli5VBxbi4s4EILVGK0BE9IOY0UcDlgvNZFKgrpeE96dIFfD6+JRf/3t/m3femhDHHd547+tc39vjbD6lH99i/u7rfOHv/XWOXn6WH/+JH+J3vvvbXFcHTMyYs7CkW2jO0hP6Bzfp7e7y8O0pieyyTCfoXUOsQCURvU4fI10Mj1gahC6Jd44Iw4DloqTTvUZn54jcnDPJUs7zCbev7/Po+F2efeF5FLsspmeEYYAVgjQv2N8ZgC4ZT07ohJJutwOmIOp0mU7HZMsl3U7kUt8pgdaaMAxRSpHnOcLTLmEQU5YlgpJunDA9P+Pa0QGT+ZhFmtMbDMmMpd8fMiwW7ESKdHZGZAqklCyN5LAbMjmbE+xIuuoKYmko84LJ+BGjRBAEGvKcQGQrUnYVSbH9fhswbwOCrvvTCkjQUCHWBTly7a/1DyFW+3slbeNtyJsVqhcchMHW2YFa+zfCabStVapJw/X+CoDdxAEVFeT8OoyvbTxoW7TyEnsLCI2wK1mTVoGwbY++Okba9bdJ6NUx6xL6prS+RsuY5lzrk+c2KqX9rtrX90HKhwbQtd1C6LcermmZdxgBwohWfHNbg20t1Pqvdau+WjrHL42ouEnhl3vUjhKuVn0pXvpee5lrpirNy75olWFailF/TtmEnq2zAbnGWtICqxnG26DeugbTWuZa8JnZbT0piCoMsahXsAiRM48KFgkwhODQ0nsOuhZGuz2Sos/4OzN0PiZf5izHEBpJsLsD4YRl/Cyf/tl/l2w25Wox5m39T8mDnMwKkiVkEub52/Q7khvXhnzrqxBcE+yrIWIyZ1YorgRdtAgYj2c8t/cMRmom9ozBaUlWlnR6VyFQKFUQ2A57+z2u3pixf3DIu1+6w9V9GO06a5WsKNBaEwcBWi/IsgxtS7QWRKFCSYnCEirBJF2gyw5KQpmnKBshJJh84fwfwpg47mDQFEbQjQUyDEgGe0TJHpgZu4MdQiU5KQvGpyc8+/xtrBZMz1OMSJCqQ4hlfn4MSPLZHp29lFNzRhB3GO5dYSQeUugRuTlHyAArUoytwNd4WqJsgXMV3dIiMJgK9K3G6tJ5bwrjOW6LJcB4U7+2XbNoTRRmI0iUoIpDbnxWqBWAtA6UrXTA3tA01diRzvKl5SVZ7/MeoVJWcc61F7IqE8rGQa2yoxcE9QRQJ4DwQOgSbBRIEfjViHKmyZ7jl1KCcAnUMXinKEmVKMNY6yXA1fG9zQJ8nS/fAN/WRLlOc22s/ldAvdJXPL1kXpUPB6BXyzta2OSpjzrvyZp4LFrbV6TyCtg34jw3dev26lZ8x7xgifQ0z7U9wyv8cpMWnXL5plbbXefk2GzPiKdvfxsdo5TEC6ZkiyXWGg5fOOT60U0WJyXvfPkhZ+/cJZgHhFLyM3/6Vxg//BaxtXzhDz+HURHvf+0+Vz62z0Nxn56CWXHOMMpImRPpmP3ODqePxhzc6lEUFm1ABILxdMpwd8ju3i7LdMIyzSkw2OWMfm/IcjlHqpAgiLh2/Yhu0iFJEubzOaUpGAwGSCmdPXxREEURRVE4KkZFGGMI46CmVaIo4vz8nF6vw7DfZzHz3LYQrp18gdaWMLL0+kMW8wVKKZIkYTI9Z2dnh/l8TmE0w+GQu3fvYi28++67JGHEdDrl8PAQKSVaWwqtKYOC2UyjtcZkC45GPbKzd7GxM5VEtvpgZRWypmy8TJGtceEhb2OVaWn3d7+MbO+3jTTu0663Oo/jzdepjY3j3dXU9Ma29o0xXnpvVqSNhNx4uVZ8vPFc+gpVsQaEjYRemSRuv75qhbH1vlu/YVM6X8WR1brbyvoqYtu2Dyqdw4fFyoUKcKuYCY29uLFr8SaM/9Q33wLcFZtyL8WvUC40ClCz+gA3l0Gstl1ve7L2ub1drtMjvjzOmueDlG3DvHHoqL63HytEI8WvdmKDNSWajIflu9zrfpf0+ft85JcOuf3DO+zsBtzox0wfvc2D73yON7/8d+mGY7IyZHh2g5vpDXpSYbQkjabcS7/BtasvstNNOHkw4fj4mDjKSYscFYWIMCAvC1QQMNrdZbS757LjyJC33nqLk9NHTCYT8myJtZokiSmKjOeee4bBoEeaLhHCuY2HobNzFgLyPCNNlyyWsxoYjXWAnyQJCEGapsyXS0xZkC2XFNnShx7WmCInXSzAWLq9hKQTEQZuUhgMBhwdHSEDxYMHDzg6OsJqw2w8gbJgfHZCEgUkSUJRFCgZs1jOCJVElxm6zFHS8ujhHQQlcRhiKuzeCLC1pvi8wKFs9eWa1js1rWO2RzLd3LZeb3WF0ER/fNxnjb+2dsN2vlpNO9Wvrq1o2hKrm1SaVfp6kLL2OVctby7+NH396etddGx7+7ZjnnSdF53nMuVDIaG3qRFr/ctizaHWilUv0C39rgbhlhLUfTfHNGDetGutXcnc0p4AGrvbD1Yq6qP6+4OUFaplrVSr5G1EjxW0BvR6Yow2LWP9kt49BOfIYRxdowSm0JRCU3YLZnLOJD3h9ieeZ7BzlWv3BG9+9Q9JT89YZsfkUUA5uEWehpxN77P72V3udI8xERRMuHLrCNW3ZEvNdPmAofwYby4z9o92KY0l6XaYz+c8fPiQqBMigoQkThgMFhRFwcmjB5j9fT/5KB4+OObw8JAsywgCt3y/e/cuBwcHSGExusDoAvxS/nx6igyce38UBWRZQZZlSGGdJYsx5OkSiSVUAWWpyfOcwXCP6eSc4WgXJdwqJgxDjo8fOrPGJEEFAQbN+ck5SRQzm0wY9nuUeYbCspgv2TvYJQkUpc6IQ6fUC0TOfPqAI/kiWb50np9yzcJlZXCbGuxhfXnvuGprS+dObtu0XaOlafp0k6qt3caWnuYpwBa1UrVLI9G2Jdv6uuo2Gq2RoH0uR6/IKkmoP6qSsBuevXIaMghpKTEE1nPuwsWJWQFHT8La9oBmC3hv4btrqV6sPpftitKLJfTHAfXKtjV+/6L2nlQ+NBI6bJENRPVpdzjYfIDtH+6rsWxZrbuiS6zjlbdf0vbvy5ZtQtP6Q34aqXydammeyarSFVbB3J1o+/J85fQrIF9J6I1UV3pHk1BKyhyKAjJh0UnO8EaPuVhw/+77zMcLCCMssNcZ8uOf/mPYecC+vUKgoDCACgh2JlgpiDsxRqdIG6DCwFMSTvIrypw0W7goe0oRxTGdTgelFGVZogsf7rbMmS+mrk4UMRwOEUIwGPSYTcd14gOtq/jgmjIv6iW+MSVYU1uy5HkOxte3LXvpwiUiKLKUoihq23VrLXHslKXGlBweHrJYLJhOp+yOBszmE5I4IFAQKIkUEIYhnSgkTzMExmUeMjla52AK4kBh9TYpev37os7S6m3rmVXqOu13rp7YH9cnjO9H2QZa7rMmuVegXknx9SRxcRDX7+d1fj/b3nbsk1b5T3u+DwWg1/yyEPWyCxzgGtN2XMBv93SMdh8sWCNqyVzW1iwtoParxLarvzDWUzLWHy8aSueCz6XuZ8tq+LIP2lq3EHHdeLVsCz9jra1tVWtzRikayX1NOm8UqZUET62MsaL6NI4juQBtLKoM6FhIDIQSzu0xd+U73O+OGesJUw3ffTBFxANujfaYj+e889WH3Pn7D9iZdlA6JBUJb4R/h8NXbtMxkuLkBBEGCAt5nmN1SZ6lzCZjTOHsxMMwptsdsLOzgxDOAUgpELYkiRS9XgepYLGc0et1SJKIOI6ZTsdICdliznI+RlJidMZi6ZJMg7M7L4qCKAwxRYkpS+bLGdZaZrMZ88XU2atTslxMCALJ+fjUTzYuHG0YhnQ6HQ4PDwEIgoCHD4/p9/uUxZJeRxGFlnQ5xpQpebpAKotUhjAQ7O32OD95H8wMXc6RCpRSrDsBtb9XLV5WI/g1f3ugthIpAh/kqgqGVQXGanPiLoBVu05jxugmCtHi0O3Kvi19stVRjRX+4ykUW41z592qvW3xphTbegbCJ71gVWlohMUIFxC4TdHUVE2rL69Lx5Vj2UVSdPX305SLJPGL2r4s1XPZ8qEAdEe5iBXhwSBWjevbPPhaMgprW0si01it+IbWhJoma1B1XJ0CytoVV/ptnxppq49pAHwdxDdA3W4ER6yv/0mlplVbetx1p4MqLG7drv/UY7N9jFidSC/i2SVglTsm0AGRVqgCclUy6Z2zuF4yu1Gy+4nr6I7k0emYb3/725ycvc8v/6lfoXcyov/1I26kB/TLjGkAn/iFI84nJ3ToMrf36HRjdJaiiwzKjEBo8ixlMR6TL5aYUtPv97DWEoWKxXyKwFAUGVeu7HNy8sh7prpBIIWXnPPURR/0E1qZZ+TpkvlsgjDGSfpFCbrEGkO6WLJYLLDCkBUpmefqpZTM5zOKIkMXBRhDUWaEYYiUYEzJdDrl5u0bXLt+ndHeiNFOnxs3D5Eyx5YzTh/doSxnCAryYoGwGlsW2CIjW4zpdaAsZmB003db3pyNrXUbRBupfZuntRIKJRQSiUStffw/D/RSOPf86lsI1ZoEVEva9+AuhLcpl1vBqvq97btd1/rcqDUQt0G5zaevAK+pQwS3QXkbQK8D+GVA9HEgvHrtF9d/3HHb2njSeS5bPhQcertY4aTtimNbB+42R1D9ttYiTcPb1bx4y+58BcA9sFqabbWB9yXKpqb+MQrHS7W4vY36RT+mESGEs8OVThJvb7dsmWVoSfKiqgcV6Nm140OtsEJThE3CW2UlxpbMxJSdF3Y42rvN8bce8SOf/SRxERPLES+89HG+8sUvcbRzjTc+f5ebox1efH6Hr3PC+8nnefZPxuw8vMqV4YCHx4K0zNFG0+smjHodOmFAkefM0nOsjIlid9HDYZ/x+Iw0XVAay3DngCSJkIHi9PSUw6MDb4USIaVkOp0QqgApLFm6oNSWN777bV584WVMqTFljhQuyGpRajJdUMwKkiig0CWizNxqxwY+ZZtyQbukIi9ShskOi8UCpGDY7dPtdvnoxz6G1gum41MilTOdpO4dmi4BBXluyXROGEAhBIN+jJ4HLBdjbN9x2itp1byDTSvjOXV+TpzOw1SWOUIC3nSPik6xPrCbA2M3BhxAaz/hIeRa//NBt7zpIfWk7yR1n5+q6U8XDB13Dw23XlEoW2pCzZcLL2Q5zrx2FhLVZKd8ZMcSIRW1NI9atXrZAMOm/XUHpOZabdP/rV2xgGnaWr3+9nN7/OT1OOn9e5fO4UMI6I8vrQfrn/22h9ku9UNsUS2VOZd7jr43bnHX3Vaq49YVjO3vD1ra7T52khAXjh93bKP72nrsZhvrClNRg0doJGWgyQO/utDW5RFFoqXh4fwept/hxisHXL3fp6NHPDiFr3/r63SDgM7hFSi6fPk3f5vR80Oin95Hf+Qhz//8EVf+0TV2xR6djntPJjUESmFKzXw2IYi6LJYpy/w+UUcSBE6CVMqFtbVWcGqOOdg/YjKbEoYxZ2dnDPsDBoMBpizod3vMF1PSNEVKENpwcnLCC89btC4oshzlFW5KSEqtodQoYYmikKwoiHx87rIs6fR6WGuYzabsd66wXC4JggCkYDwe0+/3KVTJcjpHCEuchEif1HnYGxKEgvPxmN5Oj5OTBxRJl1vDELHT5+Eid9EfRWetXzR+BK60LVeACl6lxFjrdQd+xUXlKertzOvJwgGWkqsWKJsZeDZpl+rv1X715M7v7kOt/G7trfuhtU1wvBrsKsBr1xNr4NiutwaM656i7dg4zfPd9szZ2H8RzbT+92XAvX2P34/yoQF0IxX4uM9NwEtXrHWOR7WzfAt7K4lb03RGYW1t2ogVGG8dIyu6BuvwqnLpr6Sfy3LkHg2FbPP64HX3XlpudcyWd1P17qwF4VPRIZyTk6hCTbcnqcrMxg/oOnqG9c5Bou32T51oA6xfnm9OONW3rDmk6sr9H74NKaEQBQIIy/WHYJAWpklOiOZRAuGVLsmkgPcizt6ccO3GDW48/wzRzjnT4BPc+e49dv9uQvfNLns/eIudZ/aYLd/n2nCft6cFwgaU1nI6eZ9hErEzeIlHkxO0WpJNo9r+O5KSbDYjSSKSoMNsOUGFAdl8StRJKMqUNFuisAyHPZbpGCE0cRxjbUoQKObp1NmiS80im4M2xFFAoiAIIgajIVIqOp3Y3a4VaF2S5ylRFLGYnbK32wUVYYxCqBCM4OxsTBRFiDCgOxwRizlFOiWwhsAsmE3eJ50s2eseoLIHFEJzni0ZxFeQ43fp2h5hUK70xcavQXoiQq2AgsVZiFshvP7F/dO4xBHWOslVSu11JT6EroB2aAHr+0N79Ik1QHedtwpFUUVjlBsTTNUHXf+ufrrJpO7bUtQAL61zLHL65ioWulsdSAmGoFpSgnVhA6wV3pHOIq3PxIVGWuUnMR/NsbL08VY+1uOAo7NcZE2LS7MnW5SlEMrHbPdj0Fv4mNbzcWVdQduMwW2g7kqLC5Zr+Yzra1uP5/Pk8kQOXQhxSwjxD4UQ3xBCfF0I8Rf99j0hxN8XQnzXf+/67UII8d8IIV4XQnxFCPHpS1/NE4qBlkmi/11J26Y141ZmiSv2r9COh77+jD7gCueJZVu7F7/ki+uuF8MWK5dLrBC2CVKPk/ifJHjFGmeqFy447U6ZdCdEe4ajqzt85OWXEEKyNzrk9g98is/88Z+nOO0Sfj7grf/6K+yd7fAgL0AULOYnlOUEQUoYwGwy5uTkAdPzM8ospygMWVZijKA0kmWaEccxUaAo84wsXbBczsmXKWdnZ0gpieOYonAxzgMp6XcTHCcOs/kUYQ1lkZEvlhR5isBx72EY0okT8jxDWGflY7QmVIEzdVzOXWiANMMY4yT9okAFLoAX1jkNSSkJlCAOA2y5RJglNp8QqZLF7IT93R6htOTpEl1kWO0sagTVKqlypmkAEr9PSuU/jgeXUqJkiFLNJ1IhkYqabTIkVJGrV31a9QMZIqVCqQClAt9+0OLZg00Fa20ls6Jp8sUrWmk4+La+ph2T6XKfKlFH87v6u53EWq9J6dsUohfRG5sUTGsMilZgqC3lSe0/7r7Wz7ft78uUyyhFS+AvWWtfBX4U+PNCiFeB/xD4B9bal4B/4H8D/Dzwkv/8KvBXn3yKlqau/bGiplba93Tx3+uc+2UA8+LtF+9rSdv/P5YP2v5FoP00xwpxuQVL7Bc4RVCwCJbovmZiztm90uedN99gOp5hjOHmM89iZMj+7nXEJOa5/gt84w++icEShoIgtITKYPTSe6kasnxJmi3RZUkUJqgwJiucy3YQRFjb5JY1ZUGeZQhh0XnBdDqtlWASCALlBTSLVGCKnCCQCOMGlESAdrFVtHbg4MwRDabMHZjYEqtL4jhiOp3Ug00IFwOmyHKXWLoo0LmzbxdCIBUEShMKjSkWFMWM5eIcTEGvEznnrcKF6xWez6+Ao+0c1v44IJcIIWvgrUBX4L+FcM9KNMDvlKUBSgQ+Tnm7rtvnpGbZnM/Xc9fRBvI2mLeLpOHXL3KgawJYXURXPA54t7nHPxakt/T/i4C8KZsj4GnA9Unn2tbWB22/KpdJEn0PuOf/ngohvgncAH4R+Clf7deB3wH+A7/9N6y7st8XQuwIIa75di4sQojaI9SIVoafdfC2jhHQtjVZWrezltZtU7dSyPjrX9lXPbumbuv3Byyu/cuHsN0uwT8ZgC8YH5cubXNGu7YNHu95unpagcSggak6QwaaRRwwfXfCFXGTzrgH/S6zyQlXr+3w+lff5Bv3HnGiQ07O30a9tOTTnzwgDAtCISgWS+IgoJAWXS6Zj08pTMHBKy8QBAHHp2eYoqQbw+npKUk3RucpeVESCEmgXLzyu3fvUmRznrl1E2M0SZJQFkvQJYGCs9Nj9vd2KJVwylFpKDLJPMvoD3pMJhOCUIIxdZCuInUx3I0R7O4Mee+9d7l5+zZRmAASK1yY3VKXLnkGEindkl6Rkc/us5zmlDZAhIo07DDc6SKk5fz4GBUpyqLAJi4Vm7W1TUkj1dZSuqqplaq4ULfKmZ5ag6kVoBZJk2B6VQKs7O1VzUk7FWtF5wiP1w1Ar5vvOjPL9gDazMNZUTYbgFUJbW3a0Fo/Pt3AtHaVG8cTSpUStFJ0StGMc203A3ZVffuiyWJdH/dU/iKPkagvkrzdgzGte/X166Bsl1/JV+WpOHQhxLPAa8A/AY5aIH0fOPJ/3wDeax12x29bAXQhxK/iJHiSPagkAmuMB2cPvtDwutaDPY56ETQ0ynrYXH+W1m9Rg/5GeQyYW+t4tVr6vwTQujZWw9xW53hcH2kD+WVAvT7Oj7k2INcSiR8vUvjB6LX2xtqVW6mkKNPm+v3xzfVtdvJCKJQxdEoQ5CzljPDmHg/unBItu4QPDCbKONg5YDaf8ZEfvM2XHu7zjUdnJN2EP/rSG/z0T/4c3egevWGfxfycAMXuaEhhJd2u8wwM/a0d7O5x9/07hDIhzefoouT85JidnR2SYZ/Z+Jzh3j67u7ucnh1jrSVJEtLlHIGhEyuM1izSJaYoHcUiFaV2Dkd5kSHlgMV8yu7uLkWekmcZUdxB4MLtChUyHA4wxpBEEYV2Keum03NPlWiiKGHv4ArLszeIZUG6PCGwGlUYwu6QbJ4iR/tMzmckUUYURWRlhuomWG0gcJNBY5FRSerVywgqShhqAHDDuUoQ4TL4eJM+HMgrW6Wlcy9Yy8aKpHrHhoa3FbTNEv01bAgPq9nCal2W/9Vwzu3+48djdR0ecIWXtJzlTk17Y306vNDXM9YgVBVq2Hmw2jXALq0hbK3iqlOv5h9tAa0AYzRKBfV2l6VpNYZNWw/QbGvf/zqAtyeOxgx1PcerXQnN8MHKpQFdCNEH/hbw71trJ+2Bba21QjzdlVhrfw34NYDRM9IFRvPIU1lpraCrlf4BVB3Lsu4FWknjFdBX3/5827F4fRmw/VpbP1p/eNBtddGnCkb/vZYtxgbO+rK9/8JjN+9bVwri1rHrkvp6k5kSKCPplAYtwZIz7c559k+8gPpWQZwJUpu7mDbWgrmCWgAAIABJREFUInTOy1dvkU/vU0Yd5suIX/+f/iY//pM/RDab0U9ihAjZ2dvl3vF9bl8/5HySkU3P6fT72KDD3s6IdDmml0RorREYjC44eXRMGLusRUkn4kb3Gst0gdAlSjiz1EgFFBF0e0Pu37/P4ZUrFEZjEaR5RiiV8wwVsJxNnUs/FqMzijykzBM63Zgizeh0Ojx48ID9/X2UtChpefjoHlpnjIaHxGGI6HWZnT6gLBbcv/sOO4MDTJmitUFnMXE/pptE5EtRh+xV3b6nXdzTriiR5r1BFYu8XRrwCJwM2wrsJa1ThhrrKKuqT0srXagBbB0fRbaAtop4iGu5BcgtoPcdw1YST1uQoQ2AK5ixJrWv9rRGol6Vnt2b0gTV6kO4CUPgJi3Zsl6p6gdbz7t6jWtPcu16qyiMH9xt5yKpvS6tCdV9+1j2VeKGS5ZLAboQIsSB+f9srf3bfvODikoRQlwDHvrtd4FbrcNv+m2PO4M3h7KtG/DJG2zDqziQryKnOW2zrJyMVhSeVZ1mybkO3B+E6hBinXb43mbTx5XaOmUL8AohnDVLSzKvzLhEq057lQCus7S1+O2yrmB9UqkHjCiRopIQwQhDEc15JO+z99KAhU2JpinzPENjWZxP+cTtZylONW9Mx3TjIffunvCFz/8hr7z6PFJbjDZOMdmNmE1TBp2YR/feJkx6jA6uYi3sDEdYuySUwllHaUM6n7G7e4Msy+j2e+S5c9VPAkXpg2xJLBhNt9vlNJ9wcnrKYGeXPMtqC5b5fEq3myCkYjpzIQSGwyFFNsf2dxGAUiFFkXNwZQ9rDePJCTvDPrNpQKkLpLLkWUmoFEm3S1DGhKFASYvRSyIZossMaxRaC1QYsJxMCTo98rKA0FuOWFn3u1W+egu4VKBaUyeVsk059xwbIO3/R92bBluSXPd9v8ysqlt3eWvv23TPYDADDDgcAAMSoECCgghuACmYpCRbJmmbVkgOhRSSbIVDlsIfZDpoK7xIXmg7SAbDJmVKtCiSMkiRBCmaBImV2DEzmAUz09PTPb2912+57661ZPpDVlZl1a373ushqBhmx+13b61ZmVkn/+d/Tp5jE0M4ga2lRBRoUQFaK7T0hLBRnpBpCiFKoervb2b8kt7+8hrFc1UCdpGL9ykYW9+mH3peaCUF8nX0i6zoFmPsxKZMNSE1OWz/7+E0i7NrNBG7WfjepHOa22q/qWiXZccctxwp0IV9wp8FnjXG/GNv10eA/xD4R8Xf/9fb/jeFEL8IvBvYN0fw58V9LJUmBEZaakmLZkMVgXmcemUEeUG3lBK6Iczr24rDSg3Q7zwbkOqo0mzc+6DZjl3ajZqHaxL3qxn4frmHXe8ovUug0QLmQdUFQmYM9R2ywYy7yRYnukOSawndYIXwdIeXP/81Tl5ZYzZM2dCKr+4G7O2OuXb1Ov1uzMraGUDS7XbY3dlnfbDOwcEQnU4Y7m6zefoMaTqnG9kIh92uDeg1m06J45hpOsdRDaGQSKzRMpsnBFFEICQmtzGyp0lKf1WipSAIO0idEQQFptPW2JppTdqJCMMOd27d5s2PPsJ8PieKO2WMGKUEr7xyFdD0epLp6MAK/fmUSCm6KwOSjTVIIc1TgiC0MdjnCVMy0qE1skqlCENFIMKiLa2gqxD6IjL3PUh8AeB7fkjLnmOMRBaZfaCgL0XlJSKELvIBFTy4bvLhuvGbknuvoXZjSs8zFzTLr6vLyl7RIb5Qr2sjbT7i1s5WofdK6Bf7qQt1LUWRbawdobuJsNGwtGw8Em23/W77LDunbaI5bjkOQn8v8KPAU0KILxXb/gFWkP8LIcRfAa4Bf6nY9xvAB4EXgQnwY0fdwOLzEF3MsqbwOzQ6x0VEFzK3Wa9EkQxDY8PjYjlG3ODBFCtNq0Yrxk6VEMPetBJAhbD0ZX1Zt6Z0XVjfTzURFbsrZF3cF4Fw6igC+yDVYPFVSjfhCEEZ39wqF8ZOdG6Qe7cAA5oid6K3rVn1Jb+FEAsZlorgerU28CcBt036g819LbKVjbN9kDBVMw4eNPRNnwvhSc6fOMWtz015ID/Pzmuv8K0XY14epaysPsRnvvgssbnFD17cZLAWszqMOLfZQ5qU/eGE4eQOKumhgoj5NEPrlHQ6IYwUmRlhxMymgbu3TbfbRWcpM5Oj0CQZGAVSCLLZhEhCTsrd2zc5f/484/GY8WTK2qBPliVIEzGfzNEmI1g/QRAEBFnCcPsOQa9PEARMZilx1CEMI3qDFe5u3yWbTOl118imt0iTGSpeYZ6cQoirqGwX1KrVBPaGbJ7cIB9PIJ2SGI3qrpCFAVInNSFeoXWr+ttx5oS7L6CquC+aqBAeVlgrk9vYJyYr1yvoAhwVuY9QskL3xhiEqvu8a+paQDlmqQSpG1umjH5YXaNKwKLtepHiWnY1rqSibKrBbIyxkSNLQV9RMZW/uaWUQGDIMEaisWsbjCliNMm8sHFAtRK3uCcFikQtjPFmWba9TUhrXSzscu+jCwFcInJdBG9y/aSBzNbZ+xy3HMfL5eO0TVO2fEfL8Qb4G8euAYvo0hnnfAFilwI3ZjFflniDqz7b1Stfa3Nhaje/H6v2fRU/E8ohfqxVPdq2+WanxWssE9avtzSpGv/v/Rat58zybXK9D3qPzRMneccHn2D01D5PPPQWwllGcHfIF7/0OW6/ts3l85vkuSHQijwTrK5sMJomdPs9OsOU+XxKLAOSZI4pEkyrQHDu3Dmm0ynzec5sZumTg/19VgY9wlDR6/WYpwl5MmeeJIggJI467Ex2uXXrFhsbGyilioBdAUEQEHcj8lwxm81QUcig12MyHaGModdfQWJIkhlxd8BKv8csHTDZ2sWYQZFsGvJkQqhsfBqVzMgim5BjlmT0Bl2ms32CfIbsxqTzKTIa2NWnvuuf5zYIIGvJJipg4LRYUEjjjKFudahEmpxcuNRyhV6qNRW6LhC9kbUFNBXSdwZMb5uUtf0LKziLd0zrvNCDKzRf+WDXlxNKKUsBv4ioiwVOHjJfQLjHMOkd731fROlNsst4fy0xtORKLSi8KvUok/Xjjp/U5I2zUlQcTQNAJciF99sJbduPleCvkMMhF2wI9YXdRyH0tmOq2rJ8LmyeXyGbxWtUxx1FvbwRiwRSM0ELxb6ZI6OAHXOHjc0O5mBIrgOe/eoXGQ6TYmUejKcTVlYHDAarAAShRBtBt9shGaUk6QyhDbnO0Fpicuj3++XSd5exyHmIKKWQgWY8TSz9Yiy3G3YihIHZZIJZXSWUivl8Thh0SZKEbrfLfD4nSRLSvT02Lg3I0oxcp8yTKYPeCuk8YTIeEnUjBr0u80CghMaQEUhDplO0npOmU0yWYCLrOaWEQecZqqCEwsIPXQpRCuza4h0PodvitLUqWbNdS+zijgtUgb5dYmUQRXyU4hIGpJAIcvLS88MKEYXwUhD4K5JNbVt1P39cmuojHJ1j6y2N9l654jlr78rRxsd6rgT7zE06RRzv9XsdpSlgmyLdu2np4eHq6vPjy4W4BaY2ROzXm3L5t1aaQt00fxsrfG1DiEJNqYykQrvZmiqUrnf9ZrtUHlSHNdjhjWmvYRq/7bbFycBD6lRziTQVveIX54svC6LI/naGGb8OdSH/9UTn9XvUy7EHmgEtMrTMmARz7qUTTNBlazth4+aEcycu8/a3PcpnvvIsMgrJsoSXXnqJd519ko21dfaG+wx6IaNJQieUBDInz+cljZbM5+g8Z9MY+nGfmczodLrcu7vFYNCzSZ+FYJanJMmcLE/I8pxO0CNPEwIlmGcZB8M9+nGXPEsQOiLLDZGKiOOYeWrdGl98+QVOX7jAoNtnONylH0eEkWA6HhJGPboRqECjzYxkPkSbGXqWIPI9QpnT6cfkQUi/32V/b4fJULK2ETFNBEmS0Is6RFIwk2FNiPuLeEqfdL0oAI2zHQltOWxyhJFFPHGJMQFCZwhlasdrrUr/cyfYjTFIHwUXt5P++0iFrl2K6pKSoaBYiv1uMZD1oc/LbVDQhSX6xqJz4TQUGwGyNg49D4AFBN/g1JvHCCEKCscvxaQnCn/omgZ0nzOD08Jrwty0fJqajLfyVbtMTvmxtA1X3jgCvVhgUIir8mMcWZxXwty5MNboEu2h8oYwd8L99ci5RUG2vHFbwbOHZo51P//I5oQj/Kh5i4je8oN/PPS+TJjbLEZ1+uU4GhVASkxAWqwVyEkDwUEwR8SCjZVNbmzfJQhXeP9738tYh3zlua+yt7PL1Re/xvnzZ8nmGYPVTfoyRI9SVldjjOywuzOk1+8CMQD7u0NWBhvk4ymRCri7N6QXd60rYq4Zjw8KzjVjNp/ZVapZhslTulFIgGE2HdONQibTEZvdzZKCWV9fZzqfEYQ9kiRhf7jL6so6N2+8wsbaKoHKmRxMyMwcshmTecp4eAdmO3SDiH6c0+1IOmGHSWrYWB/w8vO7sBJxMJxw9tQZXr59m4GwyUQiGReND3Y1qItXXtAXyEr2ea65LtIiUCwwsr8t/ZKX/VYJ5SIyo6gErvQES94meMr7FgK68EN3wr9ylyziKlGsf6ASsrrQHdw5spgAKprJcdkufoqL+VK1gRBlLMhibHlGVoM1tBVFLn3/nPbS+C40DThI2SH3VeqaS1OAO4rLTsBOgLv48HoBvR9V3hgCvaRGnKHDFreownFztjj1ziV2dsF2KoFemg1dJx+jCstR7fEb0xiKNFrVBduu6xA5VPLXs/nU/Nkr5dk7nxb/8BKVVPds/rV1rAviphujMfb45kSmdTuPV6JF41TyxWO0zJAmRwAdDUIKZsku0eqAF/Mx15+5xQf/3J9ltb/JSTVgb7hLKqaMtrbRJ9c5mA45YQb0+l2iuMtkkjFLFeGZEyACZrOEJEkIgoBBv894PEUIRSeMSGazwlcdkmSGLgzugYD5bIowILVAkhOHAVmWkcynaK2ZT6fFojLNyZMnSfOM/d09cglpkjOfz0Gn7Gzf4ezpNfJ8wvhgF2UyZtMMxZxQZQQ6IR1P6MYBWoR0gw7D/R02VweM93fYOL2BkZIg7pMmhmAQoFQVuGrBICpE2d8VUnUTbuVIUGVWskJbaIUWOaJ0RXQqvyoEucEIjTZBkZTZQ+Mecnf97VC4Q8RlCF8Xd7w4RxRukvb8IgyzMRjc6tRiAvKNu1pUeKYQ25WWYkMeWEqlClEgMXblsgdqZDF12Htag7goBL6U1m/dZo6SoG1AO/tXWMOtXREAJZ1TULzeuG/amETR7kLbAHY2OKB1hHBakC7bvhDmxhl4bRvlJkObHG300nevrbwxBLoQmKJjyghj2GXXGBenvOL3LN2iqXzPTSlIXGQ16U0MlatUlV/z61z9JTva7lMI0hb6x9/k0is2t/vXeD2lzWPlsNLkJV9XkRnGgCpiGxmTMc93CM5F7O+kXBaXGTIhOcjZ7EseufIg+5M9rr/6AiKHU6dOsbO/w/nz5xFSsrY+QE0zNuJVdnZH5EZhREAoFf1+n9VBao2YhYeGzgxZbuOsULwwWZYxnczI5tZLJROKzbV1ZGiY5XYcHhwcEETWfXDr3jbnLl5gOkmJ+wM6/Q73tu4SCUO3G7K/u0VvoEinB2gyyCSh1MQyZ73bJRuPQCm06hKrDpN7Wzxw4Qw7e7sYYzgYzVhZP8W+EWijCKS3mAjVcF90wRakN9MXRkZnICXHiADj3BWRCKVLY2fZ97pS9WsIvRDe2jO4OjfA3KM1fHqjBF0FbVGeo3LvfOVqV17XGJuLteZqrOyTu6JNFUPG7nFrV+oxbmxoYbumRZr6ePcjRx7mqeK7f1of/Xo0SVGfeqjex0V3xDKgl7e5LsgrFO6EuU3UkRetdH+rR98YAp1FzssY02Itd4hcl/nYjDEFpSLK8LtVm8qFtnBIEv74XLNfmkuzyy72UXuj+Ejd/XYRQoHSqCMLhUTAkRrfYc9k2+XwwbHMu+WPI9SL3BhkAgQBQoFUGdvz28QPnWY6zLm5e4uVPKYvu6xunKff7fPAqbP8/uf+gCe/41vIzYid3V1OnjpHprVduJNOGKx2MUNI8oTpdAo5RbJoCKWyqeCyjOH+fvkcWsN0MkFnhmkyod/pkyQJ2TwBBTq3EQ+zPAE0SoVkecrW1hZnTl/h3u4O/dWYi+cvMRtuc/f2DbpRxvrqKpPJLno8ZePEebJZwv7uNtm+YCUq1lVEPYTM2b23Tawzzp45wVdfusp6tMKVyw+Ry5x5AEr6vucNY2jTvQ/7t3o/cgQBphg40rgYLhbDSmPKjD82hHOA1lnpgeJ+A8XCPVPy3dpognKMFxFVhAsvUIyh4pwyjEQuClxWoVDnLeMQvig1jMXx5565EuYSYaQXoGwxW5MvtGtCvRzHLYLXtYAf9K0Mi9Di/0/9HVm4nhenpeLIC7dFR7EY42lSTpjrsp3K3LfHLG8Mge4JbPfdFV0gVNHScE6YO8pFUA0IYwRNOVp17KJQ++ML9wbH1riHECwVxr41vk2DaEfpjbubo5/Bp1LaELq79zID6OsV6ioPMCInFwpDD3SKlBlRB2Z6zrkHzpInu+hRipKa4d4+lx94iJ3tu/TjDXQWcuLECYb7B0ymI2QQ0+/3uXr9FhcuPATrATIM2NuuEkYrpTh58iRRqNjZuUfcCZlMU6IosuF0VQQmQ2cp0+mUOLRhBFTgjIQZSOt9EkWxpWKShOuv3mJtY53pJEF2A+K4x+rqKqPd13jhhZucObvJfppzcHCASSfEUrC3u8vObI+VM+sEYpMw0sTdDrPZBGM2MVIwns4YjWcEmyt0YkFuUkRpFGwI83LSd0LQ59DBuSn6roH27dCFUNclLeD3rSkogdxoRLGwyQkbp900nRSkux8l11nulw6UkZUCvgwlILSdaIpjFWrh3fa/a+G5cRrnxumjZst/l+sjWsZhU9Db4nHlwnHoGt/325jKNbNtUVK780OztIU2qP+uPnaCzPO0THB+3PLGEOhuZYEpBJO3YEg6NcxIjM4RRkPBTZkCpdt8nqUJtEj+UDdGWPnaLpC+nkhdu04vZvnKs0UUi3UEiMpTVTWEtdCe0UlY1VIXgclcngw7KO22gtXzhHUxyCgGvijoqdrj19umTGhRGTPKw22ApMNpGkd5CeG3ZWVE1cq2gUQjxNiiHi1JARGPuH3pJda2T7AWn2KfFJXuMry9jxER/cEqT//el3jPh58kDhKy3W1Ut4M6ETAlZaLndIRgLYYtMjrdLjoXHLCPkpp5OgcpOJjM6XZtXtJsPkGFAbmEPMuYplNUFJKgCdIUYVKiQq2ajg7oBIp+dw2pQJgROhFkaUAuY7LsgDDShGHK1s1bbHQ0Jp3Rj8Zk2QRSw/5wgjAB0TggVPdQnQyhYFtrBgFoMyNGIFljOIuZxiFC7lcCiMpAWBc+fn+6vrBWFzsZuGMUyliUaRytUhrjMnKKGCgYjJFIYZG4vU9hlCvGke1fU7tvNRlUNAzFuLT979Gg3mRQ+N2UY72kcaBuWBWFTHBRwYTzUZcgBFIE9q9nOG7SMXIBYFXvik95FJ7vlldHWZdOIcCkxV8wQtU0Ca399jfV+2PA6EXXQ2uk1mA0xqR2wsMUf1MMOVonFs2LHMSfNoTeoFoEi1SLr7pQCJCSO78PStlH50316zAEehTf3IpqSwbSL8efbctrF6aEen0WqZmvV6lpCctU4GOUNhQClhLJ82pSC4FLj14muhvDrRl6ljM3M4KVHuO9Awa9Na4+9xJvfewRXrvzEnEAYZoQJAliPkUHATKEjfU1EJosSzl9+jR3bifM5pr5ZEqe53SDECUlWWJReZZl9OIus9mM2XxCp3MGk8+IOz129+7R7cT0w5D5fE4fQBsSrRHZnCiAne07YA6II0OSTEiSGXvDfdIkJ5tnpOMhycEeaZrS7USlT3uYT1lR62QHCXo7YS2IkXqfLL3Fif6DRB3JUPsGUYGUQQlsbLd470zVcRWn3UJZuuIcDYqTkMZGJnR9JLSNZGiMqegTrUuU2kTiRtAQWHVtOvcm9+Y+f5um2uYIDofg3VjPy5t7FEyNdrFR3mvUC4e/222o293NgWMf2Zsj5IS9RmX0dCLH92rRWqNN1prk2qFybXLyPP3Th9ANvkW+Tru0dTz4QbvartYQeMXs74S5L8idb+9R5bh0Q3mccJEhXT1KhvHIa5RotyGo2wT3caiWo2/obuaXRerndV++hdqpGZ6yGfvhkLWTHdKrQwZThVox7Oxsc+nMJfaHCZ/66G9x9fmv8eR3PMn2cEiW32YzjIjyGTNjiOIOpzY2yJIxIrRc7craALObsBbHJEmCSTOIQkyWl5mBnHfM+vo6s/mEPJsTR53SXTFJEgZRxP7eHmfOnmXjzEn2dvZJswnj4Rbjg1tEUnNwsIVSip29IXHcI51PWOt2CR3CNTlJmjKZjYk6hkjlnOqukOwMOXfqFDdHU27d3efMpQA1S5GxQ6EUY9d1csWrHzbBisLRoPn++PSBLZYOCTSloVLKwiFBCPIif6nzOGvv0/a6uG2qDBJmWusD1dvh73fxWIAiVIGsQk0YiS6QukPRQRGVUkqJkBbZS6qFUMqlq8PRNsX+Ij5U6U1vwHnUVPYvVVIuZula0GJCNKYMkVDZDXT9mUsOvTKKap1VnyI7kxXuf9oQumlHf37nlrNskQNQCG+psKFccIOpJ8ioySnnolcKwHrG+8PkYlm9JatKy9kbXZtIXi/vXN2vkcDZUPKVtUnrdd3Fv6G/9LodWcPxn+ew/swym53HZQZKpWa4OkcnE0SYMJA9nr/2VS6cf5DLJy7z/As3eP+73ssrd2+gx7DeX+fe1l02108wnR+QBgItEi6cvkDUDZDdgOHBuAgJIOlECpMJ5qk1cuo8BTRx3GM4HLK2sY5SCiUkWkrG4zErgwF5mqCzFJ2ldMKQ4e4OIw3nz5xl785NpE45uLdF3BFMxkNWBmuEQQhosixj48RpxjuabJ4wn00Yjg7IsoRpZ5PMJHTFjCAW3NmHB972QcTZb2AcauazGwWNAD4bLFAeOvboNdFs70Jwi0aPNhA8VLFZavFRjPPusAii2rZkXDTVx8Z+XwA2kXx1TEOYt2gX9rsz0lbGYIvCZc3moETdWKpojkddPJvTeKxbYWV5s6tqXVgEHwyaWt7R+vtgCt64sFhYU3IxoWMKp41SwFth7tLqlYK8ROYZ2qTkevkE0ixvDIEOVC5LBStsfMd+l1nHbXelvuTYaYM1Ltf37GoY/JqI/XBR5Xjiw4+qhHn7fdxEtOw6TaOo7+niR0B0QcAczw1gtLEr7hoqsZtYzMKgbghr2lbQLS8OsdT5yOo5KkFQcfDuPH/7NDCMkluc7ASsrMecWn+Q7WefZWfvNdZEh0tnT7B1b8LJ+ARf+/jTvP1970AIxWt7d0nvZVw8f4k0mXEw2GPjzDkm0xRk4WUhDUk2R5OhTUY2S+yLkiX0e+tsbU/Z3LgMaJJkbv1/dcZoNGSt3ycMQyQGJWC4t8PG6ibj8QGrKyvs3HyRnZ0dTp1YJ5trOpsD5vOU+fyASEGa5swSm3e00+liRAYEEEXkeszueBspBZPsJBeCTTZOvpmpvknUi8lrKFAu9F/eaM+mfcP9dvRlqZOW330qw75DARTUi0GKwvhqGjSOP3GUF62v4lyg2oRe2L5wrZb97blAhYd+3ZM4P/QitIALMSBlYXWoC2VLfahC68gKJB6UHi1Oa7fyxNkOnFYJaM+N0bWzKF86T4gb0LqgpAqErq0N0CLxIq0heRGYUJcI3ZAWgj2jLaHGsvLGEeh4g9CbWX2hJKVEa2M5Mw3VEluqQVrIFo01OMIiUl+gXtzvljrVxm+NOjlOaROOh5/vc25t9Iqrh/9dmvqdyqiSref7C4Ac3eSp0to35h5ez7bvh21zRWuLAF375woCZcPcvu9DP8Tk01ucubBPurfLCy8/zzve/s2ciS8Rd/pEt0Ne+cpVug+tk4s5GYJbN24x6K2wujYhDBXdXJKnGUQBU5Mzz6ZkWcI8tbz5bD7FSE2WJ1y6dI4osOr0cDxksLrCwWxEEAQkyYzZbMLGxgZZPgeRs33rOslwwMXzpwmCgP39fXr9LkIFJEmGQJKlOZGA/d099nd2icPImrzSFKEgyPaJgpjJJLAeN0Lz4jN/wPkQxLkuUTRjLuuvZk1oQOlTXd/enEAXaUvREEDCLcsvjg0KH3KXaFm50BqiXQgDmJaQvnVeuh2hN+vW/OvbALTWNf95F5rXuv06QFasJpUSZZn0EswI35sFcBy34+H9JBw+cPP93jHuWhW4K5UU77EqrcMKabQ3IWERuHX4zHGujFrnBSK3nzzPCpRuhf5xyxtGoNcQa9vAK6C3EMLyXcKP79pA4eU1vb/C+YObmiCvAeUWGdSo1uH1xh+wPgI65AYtxVEpDp0XDi1lJLu2Y++nLJ5TX3tqnOq5RKgfJsz9yab5kvrHQGWci/NVzkUnOR2d4eEr72I0nbAWKq49/QWuvP0Su5MdVk6e59FLVzi/e4Wd0V2evf4M/VMxJkmYJhnDvW3GM8PbHnknYRbQJ0B0B4zMbZSAWZKQi5SD2QFznZOkM2SwyaDXxZCR6xxJzmw6Ik9n5EahpXV/nEyH9FZjJjtD0vQeHU6QzDrcvPManX6XyWzM+uoKWmd0wpiN1TVEPmJvb5eD4ZBobcOu+EPT68Zk031EJyTsnyFNU+7c2eJ8b4drz36Wh89+S4Humlbw+k/VstnRKq69SxElXFxy53rn90kVbAMoj1EGtBQIXSH05SpsXQNb2Cv8lG4sfG/b1ww5kJvKcAhgpCmizvrgzNMUjPUEkwVur4S6q7FbAZoX41UVdErlGYTXim5xkb1fAUZqYG9RO3H1tSs/K/fPyiCal4LcLqZ0Ar74UCD4P20I3RkySnTuIYGaSxSiWiqPXa90eM/QAAAgAElEQVRlPBWn7LBCCGpRdYujBUqKoCGshC+JltazuPiRz3PsRy9L830pEfgxz28uUlpWryal412htn2ZUD8Mebcdt8zV0b2YSinWzTpnZyu8ZfNBYnGKzoU++89/mSsPPcxonHHhzCWycJUsDFh54CLBfpdXr79IcKCRYcjdDGQQcefaa+zd2eKLn3uGG9df4/u/73vpCInCjo3xfMJkPiE3kOkUpQQrq332docEUiIVpPMp3U5MJ7QLdHKtUUbS73dZW19hNrrLaHibnZ2QrZ3bGCUgEASRIkknxIFASIlEcTCZEsqQMAxJk7mNoiglhCvMOiHR6RPcfe0Wr+6OUV3YuX3AhW9bY96PEGLc6Dsf8bZrRAvUFouIehEoFcY+45buV9eXxtTW0yzr+6Ygb9bjsFKOE1Ohcqg7SeQYVBGsKi+pi4qWqYo3CRpZ6J9O22/e19IuVaULwa7r2k0Vc96bDPyQDI1n9jVsP8GI0MW6z4JqcfRxqX14Hi/+wiLHsR+3HB2n8t9iKX1GD139pVr22yhph/PS1fWX71/8VMd8/Z/333Z5vQbaw4qjCl/PeWDr1JExw7u7fOZjn+Tn/s9/igxidnf2GQ5HrG9ssLVzj3mWkpicwdo6vdUVOmHE7tY2g7jP6dOnufLQgyil+NQnPkkUhLzr7e9g9969coA7j4HiF0op5skUKSV5OrfCu9gfBJIwDK0AyXPSNGU+n7O5uUmSzJiOx2xt3bGrS3PrJaMCu07CZStXRShct8jJpxDnmSHJNToQdNf7GBXx6c8+zekzb0JFq8iwe8j4rwKlufbz//qleV5bOeo+h/1uO/5+P0opG9rY/S6Mmf69Aj9eS/P8luOPeubjjc82/n7RSNs8vvqeL+wT2t9WxW/xz7F/68mj76e8IRA6iDLTNoDQBqnsCyVLflujhUZKjc5yEKLIcmLQUiMyFyLUVEZDwAhRhJ8FLawaZjtblh4ppuDEGiAV6Va1ab9hj0LxdQ7HGD8AVvM6PidK4UplK15dpkBU0tEizlhjao6FpuD4yoVNCLsIyzceaMpMNRVSr7HvtWc5XM2uhLmta911zW2z3xfd3XzaZdrJUPMVzF1FeP05/suP/EUyNeTxN51jc3vEA5fexHDvDucvXaITB6jBBpfOP8hoe4tbX3sNVk5xff8Olx98G5/7gy/wXe//Li48cJ5//qs/z/f/0PeighypcqYqJTPAJGW130VPNePJjIPZiIHsIxEEoQYzZzaf0wkjpApI05y7W7s8/vgT3Ar6jNMdnnvqiwwGPU6c2EBKyc6dbVZXV0m0pqdiumsxctSl3+3R6fUY3RzS63SZ5zlRZ4VeL2d2b0Sy2+FH/vLfYy4j7sw0USDopVOGqqUv/J5aIsBd/Hew+NMnAE11YHlNh8ptsKtKLSxXStYoR1PElFlemhPMYRNJTSCqhmbg6ueC8xVGy3K70DZ0gC9k/boioJHRyUfRdgVrXm5zRmZp6pOlL5ir83UNxCyjXd3SfkNOVnNb1JbqKSgW3CIibWPoIzS5SdFCF59DGrxR3hACXQiKDC02PKbxPC2q9ixUkVyjSdHSWwjhhJM2tiO1KYNfWaFeCRFRCHX32/615xtvmykMiFAhq6NYGX9/u8/7/bdN2Q6mfv4y7lwsOX5ZfV0dSxRxzEpWz1ndr17X6iVqcur+NbTW7CXbhGckUbfLVnaLUA2Idk7w/Fe3+E/+9odQGwFf/ul/xhf+4OO885vfzeULF7lw4jQXvu27+Z3f/0MeuHiF4MGQF158ia17dzn9psv8ykf/NWmS8PRTXybcCEk6mvggB5EwC1OCjXWMmGPUGBXOSbIUgSEwMTkKaUApQRSFhFFAHEqefuqLCJ0SBYLZZMSVB86TpynT+dwaNwPFbDalO4BA9VldXaUn4e6dbabDlJXBJoFS5OmQNB3w9ItbXL8x4vNf/afs7Q4JN87zn7/7vyJXFQVZ9VW7F4v/3aFSX6gvo7zKfVQx+qu+bwq15dy33VgPXuU0iGVUzLLShnjLIGFak4u6QFcFHVOhWedqWYVEcHDQv67l06kZWS2fbkpZQeO8Yrd9hoZ9Y5k9wAnzGve/BO0vu879IvXjJIm+BPw8cAYr4X7aGPM/CyH+IfBXga3i0H9gjPmN4py/D/wV7MT3t4wxHz30HghCGRa/XLyG4qFkNftqnWGEJhcCkadFaEqNFgLIbQCgYjrTOkeV0qb44wyppVAvZtwCzgtTSWQhymEOxjfSHtVe9Zeu/ZjDr3FYaXLlpeFUm8o/1pP2ywS/21d887bVJ6LmWLrfurvr+cujmxPTLDtgryuIujG5GrD3xRGXe49w6c2PkgQB0aDDmVMnube3xcc/+TtM3/4O8onmkSvfyKOPvZPBqRW6gy6f+fSnmWcpb3nbY/zU//KTXBh0OEvMtRevMdFTVtKAfrfDTZ2SGsn62oBkNiWOYowxTJMDoqBLns3pxDFZPoNUE0iFMCGDjiLRkGUTTp/aZHdvu6QNur0BB6N94jjG6DmjYYbCosp0mrOysoZQHforA/Z3tpjNz/D4u76dcw/PuXPjGudOz1Er55ESEpFjF7bU23HZb/e9SgWX1dAoJQpv6R98BKpahcdR/L3wYqg0j7ff2wW8v+0wYWYReo4sPF2gMqj7Qt3lRKiEfCELGmjaBy++8G2b/FrR9xECtqRRfLfLgoO3HIIujaWHCe3XQx0dB6FnwN81xnxBCLECfF4I8TvFvn9ijPkfGpV4DPj3gLcB54F/I4R4xBxiqhVCEgSR/a5lqdoZY6pob8KgjcJIjZQpuRBkJDbgfZbbqMdaF54gOZSUivBYB0e5ePcu4tTaSaMe4MuWOoI5arasqXX+5PA6hbjLauQEtzE25vORBtDjXLumoSw3ejVLm5D3UXhTAEhp291NLu6vOyzIDON0n5HYp3c65dyfOcPs+Zt8/LNP8Z7v+UZuvfAqFx69xIkrp/ncVz7LR37318mm8B3v67O+fpqbN65x884NPvPUV/n2P/fdPP/lFxhuDXnPQ+/ibHyaO1svcuuVazz+4MNs729zYq2PmEesdlaZTkYoPSAzGTofY0xGECqUksynM/q9LuSaUOQoAXujXTbXBuxs3SboRERRF6UUyWxuj+/2iCPJfJ5w9aUXedOVS8yTKVcuP8y94R7zkWbr3gFyNWJnNOLmnbtcObvG1a99hRMXV5gmU4g9+qO1/ds1qTb+2BdgzckawK2XrFEkHuJeGBOtA6susBcFejv9Uh8n7cb3qu4SKavncGjdxntyaL7Ik2pEYYB0ccntNfPGPUShkvvt2fze1mbNrKGHInSziMzrwtwlsDBUYXaX2wOPKsdJEn0LuFV8PxBCPAtcOOSUDwO/aIyZA1eFEC8C3wx8atkJQghCaQW6W80pSwHhEHeRO1Lo2qDVOiMDpFCWnhHColWRU6W+skUV90IsvhDl7xL5iGpRRiGMFtvGP39R9a0j30KANYRo/XoF0iroQF9oG+Otli2ehYawb/qj+/d2gtW/dxtC9+9nD168XhNht7dNxdracKSW0W2+MAChMeQZ5BKm8x3ojDn5jnO85fxJbu0/x/WvXGc63kZoQTKbs7neJdpc5cUXX+QHfuDdPH7mEf6fX/6/OXH+HO984kl+/6O/iwpjzrz1Ue4pza1xwt39lOzuTS5ejLl+sM/+THLyLee4PUuZ5gKkptdVdhGREgSBZC4009EB3TginY85mEzpxgG7uzusr62QpDnktj2HwyHGCNI0R+SaOOoQxz1GoyGnz50kMXMmWcJLL72KUh0+86nP8sy1T2Jkzp//wDeBiNg8fYKwJzFKIvIWLyw3Do6gUVwc+Ob2tnOk8GxXZbYeb79ngF0+4S+nWCwv3e6n7h+v5WLuzOZEVEPsxoYAdp5t1jOkihkjjSETwsqAgrZx77PWViZora0XDFUcmWWCtF639nZoo4yqujnjZ2G381G5WHxxRUEbW3Li64vQq5sIcQV4B/AZ4L3A3xRC/AfA57Aofhcr7D/tnXaDlglACPHXgL8G0D8ZEQSWcpGNVWdOquVGlbGBpfR47ULNzIWygS9FZpNl5BpkFVzIrayEOr8Lywbq8hfGnVND+gvopPFCtfgTNYV+s0i/vz3BvazYQVIJXNM43lFXyxBee6kfp3VTUDSOXjJR+fsXhI2xdJdEYHLNXM65qV/h7JmLPH3zM+wMdxjdPGAl3iDdT7iweZZOGHL29Fv4wh99jsGm4LWXrtONVjhz6ixCCfLI8PA3PcE0GfPRn/4ZOoHgnXrG93z7+5jR45d+57OcWeuxP4dpkhIpQxAlZNOAQILOc5SQzOYTsnTK2ZMn2ZuOCHVOniXs7Qzp9gakWcboYGoDcHW73L2zxVsvPsrLV6+xttJndSVGm4RxmrI/NdwdCmZ0eOXWDpiAUGgi1WXj3FnOP3QO0UkLuuX4vsd+2wohPOrlcPrAbqTGCfsUyeL1678r9Lp4vP8+yEP2uxKUoQ68awtfiOdouSjUc18TcRSqtkI0RNbyoxq/zt4kYX87oX74e9/2/G3bqr/FMv+GX71/Xcfp1+17i4srj1OO7bYohBgAvwz8HWPMEPg/gDcBb8ci+P/x2HcFjDE/bYx5lzHmXfFqgBAKReW+JIRCUrkoShl47kqqHLhCCIQqnP7LpAC65JNNQbEYUUTolUX8CmHndvfdiKZAPrI9DuG47l/ovd5SZrxzvz3q40+iNN3GlpX7eUatLDrXxWQUGMg0DPWQUWfMXrSL7hhkP+ZgmhQxyAfIwPDmRx/m2vXXOJjO2FxdY39/l72De0gJ64MBX/jCF8gFDDPDS3enXL25zdadXS6dvWLDGYcBQRQSBAGhNCghS6+oILAcuIuFLqQhyzLms7TYB3mumU4mSBkwnc4JRECgBNPJhE6nQxCFGCRSdRmONZNZwI3tOcOpIdcpgpxQBARRl6jXISetaXlHfVxbH5eCWSgegGoT5oedv+yai+fo2scKrebv9mtX11LF6k/7kSKwf2VQTIA2kbTgcNfKZW0Idm1L85maAtp9X6ZN1M9po2bcc+P9bX92//mPW46F0IWNdv/LwC8YY36lqNwdb//PAL9e/HwNuOSdfrHYtvz6CKLCbdEZZtxLVVIu5GgtyXNHhQSUni/kUKh1Odp2qs6tkRNhp2xTCT0Xic0v5ZL3NlRj6h4uhyHOReHNoajaIovjF4fWF5C4h8abhlP/2D9uaYbybNNSmoPf7VumEeUKEmEwQhDnCpVpOiHsmils7vPgDzxE/rkVbjx/jwMC+mdO0+vlRHHEr/7ebzDXM9Jeh34YMksnXL/5Cu9/z5N89l//Bg+uriEnVkN6iZDf+PRzxNMOT77ngwz3MzrdTXp5hElGqGybOOrUVvVJKcmSOZPJiDBUvPLydcKwQ64ls+mYeZLZwIQyZ3t7m3e+850oBUIY4jhGCokKu2zvTPn8F15hpk/zleu7GGJW1JSNfgSpIYoGbJ7bxMjUS+DQVkztr1Pf/T5oInR3zFFjQLQs4a/vX+w/UQzwphCqfdfLKc6K6lSL57tnE5TeIi7TUfmspsplKgpbWF54+ZTUS+nzXdVda40sQJ0QXiTJJs3p1du16TLUXG2r6CN/22HauJCmypfA/QtyV47j5SKAnwWeNcb8Y2/7uYJfB/gB4Oni+0eAfyaE+MdYo+ibgT86/B6SUMWt+8pBqQVCaISETAuksklh0RlCS6RSaHLLnyt3btE4WtrBLHXBqxf3NU5gS9yCEC+IHVpYLsutPLV1rfPibcJ8YbJo2VZUzArjFqBrjA1V4Fa8um216xgoK1fss8JA2KXbSpfP6Hzty4gJ3mB1HJ1pWeovPEGgW5/DR3WV7cDGeLL10k4ZLtpKLrwkEBl7BwMkoa1nrFPmcovr8wNOv/VdjO4l3Hsm4uc/+lX+xt/+y7z8zDPc/NqXePStj5Mkhk898wpPvfAUVy4/wvr6JcLsLhc6Y/7lz/w4X7025Mf/p59lN79MN+7wQqJ4bOMxTpivESQvkseGu+MVxGRGHHXsqtHZmLir2JtOmYxTup0OwywnP5ij0ghDyv54hCHg9NkNxrMEI3dJs3X6wYBIG0yQMdE5v/npF3n61ZA4VsgMZKBBh8RynfW4j4l2iM/EzIVC5nOEXHw1j6LK/MnzuLSa9IR42znNML3WFlMfsNK77wJ68QZ/c8IQRbyV4kdLfWU53nLPpiULCkZKWYbYFcKADiy1ISzFYYSNKx4VIDHRtkKCYgwKAUKXbp6OmnXvv5sgau3j1bVMbl1y4S4olxf/vczoSknoGLBranDhiS1fruzLghYGJQIMCfIIQNgsx6Fc3gv8KPDnhBBfKj4fBP47IcRTQoivAO8H/tPiIZ4B/gXwVeC3gL9hjghGIKC2aqz5qe+z6nFtdVnjuENXjR3LrXDZ9uW/j3p3yj5/nVC50lgMTQ212YlH0S2+ptE0PDVL2zP7n+bd60bhCjHW+sELSFMJAYf0XNYZS60ZI5jPU2byDm9+52lYnTJD8BP/6Gf4xB+9wAf/wl9iLhPOP3yeabLL/ijn3e/9Nr7t/U+S5VOmByASw/ve/QT/6v/6bzl9qo+JJBdORKwxprdyksGphxHhBgMkJsnpBCGdwI6z3eE+8zRhZjIycqKwTzI3jGYJ42nKwUHKaDRltHfAhZMnWe2ssL2zS7wSo7oddLBO2DnPc18bkYuALc/VMY4j+oMeg0GPuNch7nXJ85wgCFopgWU0S9tfi1gtPWGXwav2zzHoiNdD//gfS5cGrccvv36dVl1cLRo03vtwQYZI0S4n/G1+XlLff77tPX29727bdRY0lEP7+OuY4MIY83Ha54jfOOScnwB+4ti1ENYyv+RaNVXHzYxKS3SxpDrPU4y2HaKlsChVSihcgnwVzv41NmVdCdWtOlTGQr4P/vm4fVwJ9GNcc8nt7388OYRRWPjv4/xqoNU1kGbTtKqfhZrj9i0Y55ZAjubg9tXW3fQaMp7xwJM97vybIQcHfW7uSn7uV36db/mWb6S72memv8TJk5f55Y/8Gr/10V/lfW97hJ2dCdMvfpl7f/iHzLKb/Lt/8S9wbwemwx1mu3eJV88xn/dYX7mIHCfoSJFOM1ZOrrBzbwupFGEvYjQZ0xl02Nk6IJtJRnsTHrh4hrX+AIwiIKIfaboqJM1zorWAWRDw8k3Nr/3W73OQxMzSjE5XFQmODXEU0O93iVe66J6GQIHMSne6tuKP58NQeCtabmnn2pqGVkG2uKBp4XpAm2G0DS+WGjGUq07rQqxJvbj7yzLFnY2VbpNeC2Os5g1Uro/WLdBSKaJE64GW5EXCEUdLSSMLO5u9f3NBlys17aflSY9b/PfF0URtwl0UDh3N7UeVN8ZKUQRBubCoGqhWZbGUh40RbEBWaN4QkIscpUIMGVIHSJlh849W/uNGFitH24TPUXVrFWLV96agXnZ5h2jvz8PEFqeuOTbI8YrNY6wDyjKOT9jBv4C4q0HjLPHt6MTXng9R7Iyjd3wOtwpwVPUt5cx1HDSkpWEv2+LUN5wlfmbKcDSA3gp3tm/y0Y99jh/94R+mF/fprAVkWrC1l/Prv/cJfvAD70HqhK2te8Rneox2b5HtzXniyW9Fra0yyvYZ9GBnd5f8xEOE0R3G4xGZNsTdPmk6B6GI4g7D/QPW1je4e/0efSl4aHOD3bu32bp7h3B9kxNXzqFDQzKbkAaKvVHK//azH2OexySEdAYCk2dEQiGVIQytQO/2I5I+EBZxvFFozwXPUQ22F6ltb/0uipGyZJjVEKA5XGDokl5Y7KuqTv5EcIih3HOLdCi8rEdNqNXR+wLlA2jpknnrIphfjlGqLsg9I6TWNpKiMBb4ZSarxmgRWXeZ7ecw3vx+in8tB2qaAr3c52n0f/oEuoDA59dE9bfMOh5ggydpMCq0HJqRmFwXmWYUQuVIE4DJ0cJ6rghdzeoujCZgDaXNBREen1eWWicvp138vj4OGi9fupbrlBSltpORmwh8w2fJmXtXcf7rZRiOwhjlljiX4WAozAbeBOOMRuW9/LYqn2sRtde+N7LPl7GmqxoW19e145eqJF4d0gRkmMPqmIuPDJhuK7a3thGdDmfObvLQw48gdcj3f/jD/PTP/hzJ2MBsylOv3eTy6XM89NbHUJsrXL7yML/w//0c13YT/uz3f5hOGLA7HBIIQb/fR6p1gpUeOpkRzyZIsUE6TzBRShRF9LuGcxun2fnaVU6KjEEo6MYBwVrMxpkV0m5GNtPAGr/4L/+AadIDFROEc6TIkLKHxBBHIVGo6MQBIlLQyUlEho0oqlsnXl/jaUPp/vc2IdykOdr62D/PGIMqEXKVMMM72v4vBb4grwR9gzP3hP4irdCgYox/THXdStnO7WRTGoAV2uSALBNV2OMzbFYiDeRl3QIdVKvQsbu10eU2x6vX+PXi5rq5QEksajHNtj9sgqgJeg+1SynQx2db7HPd3+F/UqUeQa5dxZMFyrXZ46UMkMZ2lpSyzHDvVCIjRRGMym/gkmMpVL9qyZFwEPSwWn59KLT7KlW44Lo8p9QcKkNNuasU5MW5RqC9lZrldWsviht4x3lO72VrySdp27u6yIJ7oxb4ngCtCKTRF1FkQ4xOSXjTWx7i9ld2mG2nqCDg0YcvcG/rJUye8ZP/6y8wHO+zsa741ve9j4///qcZPZzzyqvXedfj7+DleJPv/vCP8MUvfY7P/f5v82N/529x9c4t+oMA9m6S93pMdqYMBisoJZgeDO0KZGMFxdrpDp0s4FaW0pcZUaSYB4YoVFy6cJZnt5/H0OXXPvJpbm5BGPWshhjkCGEshSMFQtiJ+9SpE2iVE6/10AEYbQ1ijgpZRlvV29osfG8e0/xebVtEgHUB5ibh48Uisrx8233bQs56MWBMxZEXF8Lx6M5uZGooWhZ+6J4mqKu1KVrrwsgfeEi9rjkGxmr4fr20iw/fEOKwCHTaumSZHFkQ8scG+/cn0d8gAn252uej53IGawzQapDKxu+i4clpAOJGaWYzaanDEerWMQ75EymHCWB/n5/C7jjlMDXvMFRX3K1Wp2XNUp53RJ5W+z0jN5CYnI2VLt2exBgb2vaRRx5mNhrS6XTY3p0ThAEPPnCSg4M99vcSXnrxFdbinLeeO89Wb52Tp86y1u2ys3ePvd0RDz36BFu3rzLc3yfqniZJEqLVAVqF9HqrNvepFmhtCPsRHR2yfuYUarRDtL7KLMm5ubXDI6lBzzL2DjR3tnNyIrI8oRMqAmmNvbgxLDUqEISRQioIu1G5VqKpvflt1UR8S9sU+z60tWebgD+qtAk4V5qIvE2QL25vCPAaQl8MJeCImIrztyuPRSMWjVuWb9/ZwpVA6IIbr2sFUkq00Y37LLbRsgnzKBrGgctlxx9bsB+RPcwvbwiBbu3x7VlNRNm5GZms0KQsB4B9UaQIkLII3OWpLoVzZ4kwHKr1Ia3dp/ED3r8ezuzrJdQ9xuVYxZiiz/34/oWgXP4S4vF0x7lJkWLEfymXZHv3DUu2HjZRhtsmhSjV4NZB3vI3zwVGhaQYVH/ElTd3uHd9xiTrc+XSY3zyY79LiubsxRPs3nuFZLjLtZt3uHzxFMFol3Tf8Nnf+0PWTz/Fqphz9sQ6G2fOcW97yMa5s3SiLjdu3CQZDjm4t8uplRVMZoi6A1QYoAkwKGQgManm7Dc8Tnr7Ktn1W4g5jG68wv7VXVZ1h5/+tS+ydaDQQUgY2mTAgewDEhMYuyoyn3Hm5EnCUKGigO5qn0TnKClRnu9sm1pe6+NjlEV6wxNYehGh+7y9P9cuE/618AGeRt3eny3CWggwQcux3vvoxqpXJ2PyMoVeTpFP16XMKwyj9jiBNrpwBTS1aK6BDshkVq45AGrRKpvt4urXSqH47VfTeJdrUa3jvZRR91/eGAJdVJTLMvVSCIEyoohpbo9XRpZGUqGXNUzzOocLXSEE5YKGN3Bx6Ls57nxU3uQ8i7ULx0L04BBGsx2KF7IRYtVHVz5HaLdZAS6Ebgzs6nz/Wu116yCDmDSdMje3eee7H+drX56Qjjo8/eUb3LujmaaaH/v3P8Q//7mfYiVe4/LZDaJen7PhY8TzjMvn1pnsvMqNp/6Qs4+/j7d+67dy85VXCUPJ9e1tvuV7fphPfuSfoGcJr75yjUuXH0CoAGREhqDTW0XkmlxJOh1JN9ZoFbO6MefuaxM+/7HPc3d/xCQdoKUkDw1BkCFyiZJ9kCE6GEIOBwcHrK+vMxgMmExHnOpewfpWh5gURFCN46PG4mHI8VBhDqXLnm3jRSHlZwRaSunQ1JrrSL2JzGv1cVz5AmJvhORF4Xs/W7uQBWy6CMqXFXWreG+J5dCLZykWGAWE5KKKSOmEumsDvx6tfHfpeHB4Pyzbd3+Uy/2VN4RAB1AotJd1yBoyc0wRO8Rx5Aor1BG68I6ziwqksKtLBZQrwGyRVdjcBuRdeBGKr21t3Wa/8wVYVfxkDoXQdcf71ys7tzJmumNyDzkb4xBt4aljqkcRVL89ZaTYJggExURXhEIwFsUUSzTIWwS4a4HymYR9eINBSC9MquP2S99dFxCqqEyh7hpjyoqKQk3WxqnFhWeTr1JWNioAVNHvkRBkaQoiZD80nF2BNz20yuTVLQ7yPXYYMs9SPvbLv8RGuEJ4/iG+8Nyn+Gsf/ma+7bHTZNM5nZMX6YfrzJ/9Cs984l/xSpSz8a4PkEymbAaG/Zc/wwe+96/z8z/zX3Bv+3mE3uX0yUtE/XWIV5D5hEEeMu/GaBUTbwZkcUa+u82Va11efS7hYH2Fg6u3iEyMVGtMhbbG6GBOkM/AdJibCf24Q1dFmMyQRwrVU3SktB54YQh6XvWBqWfqSdO81mZVu7f1ZVOY14WtHVJeX9f6zI2VStNanG4bkRoX/lZC23Hi9qwiicegV6AAACAASURBVLNsT+dm7cKL6N5NMLKstykDeymXTk+6pNKZzXFRaOCiWOwm0EgtQVap3QItbao7qUix71ye59W4lpUtQ+JNEgWdu4C6hcvVautunTuqyItSBGgyT0sW3nn2Y0zRz+b4lMsbJgVdmanbQ3t2hefyhQuLpU0U36eZ2CtCiDImzDLk2NzX6o/bqNZRiKu5u6IvDjlO17e5wWfPlbWXvv7dfUyZ6ck3aLby2zX/WOmpxkcHYXq9JZd5ga4EWTrjzug6b37PRTYvdQkCSTpJ0JHhYHaAImQ+HKDDx/hvfupTPHvtVWQwI+vcYr5xwOTiBoO3vpc/803fw6l0xKuf/E26wx3WpiuMtm/xnd/3t5HzAQe713jx+lM89+wn2Xv2k8x2XmVb7TNPt8kO7qJESBxcpNt5GBOd4+IDl9g0U95xZpPOSkAea6I8o5tlSJOSBTmzfEaepMRhBNoQSGVjvgSB18+L48OhzuO2Zzsyr7sJLvu0LsxrXYS0bGGSLD9uEVAVi6n53VvgIxRKBvavt5CwOicgkCGBDGtxnUIZEMrAxtER9Wuqxu/FT32///y+9uK36VHlONp985j6+8qhY+Gw8oZA6L7B01fxpZSloNKNkLeHC3aoB8E5Xqmybi1XQZsoWxTkdR3t+xxofUsJcI1B4Pt+H1IvTS1aozGV6KzFdSn9aQvNwHj0kftrHPI3LRqJ38YS0zAYsTC4ZWv7C9QCVfN6BLtt76KflUIZRWAUQiZM1B79c1NOPBwznQ1JJlMCtcH7P/TtnF8/zS/80ie4vWeYBzGf+OJN7ly9zf5L18h7ituv5fSSc5xYeZIx23z1hWd5+sYtvvUH/yP2v/YVzl5+Kz/yH/9nfORX/3cm41soYdgb7WKEpKsD3nTqLKPJTcxgDAS88PIzPH/3Kt/8tieYv/Icb1s/x9W9q9ANiIMAlWuENujAYDKsu2IQ0et36cQheW6Xsfsc7LL2WPS0aKcny/ZrgKGFv2YZpnMDV+NCY9T7sE3YeffzvFYsCq+CuUlnPMWnXxTOP726XnvdjMlRWD68ipCY40CKMqpIPQmazIbvFdLzNS+QuQYj0qJeQSFQi5SVbryr3L63xp27aJhuE75HCmKhS/ahrIxwyPz1C/U3BkIXFZenWnxX29DG8vL6EbkrpWAv7mejNLZwLo17LqiaTQXVHK09VYiZ2vnL+lSWvt+uesKFpfGrVtkYTAv35/32kXp9eLhVtJXAr146SXMo/XGRefN8TYASIUEuUSJibMZs8RqXnjjFLD8gEwkXTr6ZX/jV3+bKO78ROUiYzreQnTV+82M3eHnrFL/+Cnzkackf3erxydt3+clf/Flevb3HqfOPceWhJ5js7XLm7CNkozvI/kW+80N/l0cfeIJe2IPVLqPxdfQLX2D7U58kffUewbzDJ37781x7bhs5uMAXbo658p7vIzYZ3/nEk6xkkhxBFioSIVBGEYUhoVT04g79uGvHfcOt07RkLzlKgDeF9eL3xTgqNaG77LPgueJCM/jvpMQJ8zLMgPA+hGV0REWIwKJxh7iVCJCo8q/9hJaWMdKurK19DxHe+fYaEVKq8hOIAn0L+6kj9eq7kiG+xtB8fr9970dDKvvyUGFsCruAn2/UTVB49MvxyxtDoBfFNZhPvcDiTNWKCmsD+vjocOmLIuudZzl9d1JbPdoTEtiBvnDX6mshYH2aw0fx9m/9XCHq1IpcGDPCQxSLpUTmZnFbbSA3trWr8XVVXYqgHJhHvQTGVEmA24zh/rnaiMITIUDnhVFMZWyc6ROsSMK+5NKlS4wTwd/7h/81r925iRJzTK5JZZ+nX9xiLFY5mEfMZMhEKF68u8VTL15jMssRiUHv7DOfZdy4dp39vRFBsM7bvuF9dFYukqsOMoZTsWTv9k3SsWLQucxKcAkzXeWb3v5+fuCHfgzZPYnJM053BvTyAIQiMZIwigllSJ7kmDyjE0b0ej37bFoTdePSO2gZgPE1RX9b8/tim9cNkXX6RC18mpP0Qh9L2T4GinDXTuA7oVuei3+eLFapLt6/pHKc4PfiupR0SDEh+WOtHjOmsu0sE8y+62QzdsxRQvwoymRZn1TXa6B5J7wPWWR3nPIGEeiiVMNckUtVwXrjVUJPtzZo5b50/8jdLUpq61RT/Gveq/1la3uWxvVq9W5B5sYX4nVUbgxldpM67VP8Lh5dlvvFEqEuGtdwpULnvioshMDoxscT5Ms8lmqtUKC68kP7x+Z7dR42ETLoMc+nqNWUs29ZpX8pYKpvIDt9Xr01Z2+c0VGC0BimdHh+Z8y7z72VD7zlQU6FI2ZScH3a5Xeee45b83vc2HoVNZzR6+3w5Lvezlk15KHzA84//uf5wA/+OIF4jJQLXHtlwt29Ht21Rzmx8mY+9F3/Dn/9r/xVHlgd8MwnP8YPfug7+Ma3P04/hf/+7/9DevEK8WCNLIdsnLDeX0EKQScKWFsZ0AkUhrwKeSvaJ+LjgJnF7044e8c28n+2XWc5Ym/Tnl2fqPKYCpkXscuLf/6+oEDG7rcysvEJUP4/E1ivNmMFvUCiRIHqC/RfAZDiHkIVQb3q9ak0iPoEV4ut3qbxSGtwXdYPbaUpq+ogJrefZko77DZfth23/P/UvXmwLcl91/n5ZdVZ7v72fq/7vd5b3XLLUrfUrV2W0GJkYyws8MLgMWIMGIMZhgCGGIgZGGAmggDCYcIeImwwXrABYSMs5EVYloxsyVq61a1WL+pWL+rl7dvd7zmnKvM3f2RmVVadOvfeJ8sRj3xR755Tp5bMrKxffvP7264LDj0WUdNonFFTeW7FkqL19uc6zdMfbpZr3G8a8O9Romdd3Q4v5Gh9l5rrDmyfT9XWzmiS0CmSvtjxWskx0rx+6i9VKUKr60ujXv6ynmMn66Ba/hCla4V1Lc9IJExAYrGiIENMmZOLY2NynqO3HeDW4jDnHr5C5grmZRHtDzA6RmyJ6Qs7OuL3n3ucm2/IeMN3vplf/OgfkGULXBiv8rEvfIJyfcJtw1v50PBVzHGI3/7wL/LH/9yPcu93/10OnnwdP/ZjP8k/+Yd/g7OX+7z3Xe/k/rc+wGcf/W0+9tsfptxe55aFRYbG8E8/80v80Ad/lMHCJjfdfIq/+hf+Ir/2m7/OmdMvsLyyxE6xwzDPMQrz8/OUuoO1Y5+XVHRmFHSgEgRpX6Z91PW9TZ+0BVV3UK30evE+XQrvOLjqJDQVOq8EvKkQdkNQtnh0M2Xt0qbwPL+dJ223WI/iA7hyIWuZVW9ZlIY4jzbq8R4+i1Ii/iof+3C9YFmkwT7dJRx9Y6WUrJTbZbcx3g69q2pxUcB3ANb9lusEodelC6m30Xpb+dClHW4rGPZTuhirWcsviXoTMwvFNx0otGUtsr8BUPPdGvj3BjfesmyR5PdaaLf7K6mhts+pz52uXvfKYz/L06427hfhVHUVBzJBzcS/kGXuLV7YYDu/yPFXL7Fudjg0P2BJHb2eY5I5nOnhxC9hLi4e5tnVeb74yAXuv/tu/vx738C3HFxh/dI2y4dvYt0ov/Zzv8vVh/6A+ZHy2Of/ALf5OIV9krX+Oj/4Zz+EHB5yrrjAL/37n+Fzn/odzlyZ8OKacO4qXHj5PHO54+Vnv8Zmz3LVjbj3ltv4337of+Fgr8f2ZJPhwoBer8f83IDMGCaTiafNzOxle+yv/a54utBl+n16LE9TKk1qpW3NYhoTwdT5kifH1VSIMZ5fz8LvnkdvW8IkVjBSc+Apuo+0St7aXyFtqekfYwy5GPJwXuPaKYXT+t5Fwcwat9cizGdZskyB029QqF9XCF2j40kIZ+tQXLQVDayJqsUQs2a7aslitayXMOoTXfgksr7EBMo+gH3gZavpNaKGGfUKfyOqJkGYqoQkEPHsqCD1V6zReHSEiJXwV64pFUGMP0YqoachJk1A0qHuTuoAXqIRdeMDeZGi3wDf0TrQlxIUvFpZ8xgnYMK9qinNZxDSmIRAqXJDqtaUSvfqpTugkyA41aS/Y3+UjXNjurHKLEhNaHCOagbiyPsWpcdEhDU9gzGGWx4sWb8K42d6GGvJ3ATt5eBycl2khyUfQi4lQ1swlm0OHz3AwlyPjUtn2VobceHQAp95/hVe/Zp7eMM7vpPTz2zz9Muf5z1/8v38s3/9z3j5K4/z8osv8fzzZ7i0NgaTMz8QXvPOezjRX2T9lad46onPcejAImeLjPf8pb/FV1/+Gu94z4N86hOfobSGRck4fsONlOrYnhSYzKezwzokE5yW3rJJ6p6D4Fsh3rZDaAvr6cTQFf0VnmG04DCSJpawAS3X8XcaSVxkUF1LacY9qeqXxFGqLNW1vk+uQaEZBaPW1i51O0wD8YpfuiaN8T4LLq7gw2rVmJrCMJiwWnBI8LPwSNtROhdsrxQRg6UE58IE4fVjrjSoyQI1GWPIeEs2QxbaLyFdZXjPFXyiimRFTlsIuxDyNxC14vcpFnVlhc5LLYMcK3BYVJyXgey/XDcIvWH6HIUlzeWHC4jbVvunlyfXMqO1B+a1XGc/aLTrXmn5wzBDs5beFbUS76vd92kj9+lrXRuC3k/Z33PZbUimAdyaUQGdcxy/5Rg333WIpYOgWngbZvGOZ3nPkJPTMz1EhF6vx2QyZvngIq97/Wt59evu5uiNSzgKrB0yzJf57Y9/hBuOWN77rnv59Cd+i0/8xqdZvTpmYeEoa1tjBoMec31loQ85JY6cSxtw7uIqL10Sbn3Vq/iZn/zn9J3lrW97D0UGPXEM+jk3Hj9GWZYh9ZhWSLC9+oRrX83EMguhN/aR0VQOTnPlzWM7uOXWOUIL5XdYS2XthBWRB5+xzaqL0Y53sRWzpY7cOFtHMGv/rH7Z65nU162dieLfa92uhfO9bhB6W4ja1vcYAlbxaaWcC3+1xLmSmMxCkw6MoHbaCuTa6gUJIt31OKpjqzp0nKcROCfninilIuIRt0gtdGvOLs7yAeSLVh5sIlKZDDfvq/WKInL2zqPxxmDReJy/cVyN1Hbys+LCzF5uzpp0rqXEpL/TFJb6fULVb7ZvufneOa6+tMZkJ2O8JZBbRKGXGUQ96s/7Q0aTTYpyh4XFOT728U/wJ7/rPahR1k+f5d57H+DVr7+L1x3K+I//+Wd54ukz/P5/f4K//2N/nTc8+AY++4Uv88Szr7CxusaRBeXEwXl0e5XHnn0eW4Ape7zlnX+OV66scvPxFZ5+5GGeuHiVMSWLkjHMetx88hSj8QaZGHqDnk/wImNcQJjpONqzj7oE9Yxz24K4LqaRjo6O8elL5L7rAyIF4ulSE3wHwnGNMLhpm0zyt8PooDVm4viL6QtdVaeMTC2ECIt19SOPr8n3OI78Csfb/ke+PKtW0TGErqoP6OXHYGKavMtwbgKqWhZFr9ZovOHU4VzpcyVrlGnhN7qE+v7KnghdRIYi8gUR+bKIPCEi/3fYf5uIfF5EnhWR/ygi/bB/EL4/G36/de9qKCl7bSvaJeWXPCK3CTKPwrxuuAUXj997oXKtAmc/qHy/L5dq+++00G/WU1r7wjHOUxgVmnNNaxYgZr5oXFdck2NPEW93fXb/vmsRV2nuJRL36VaVWsnm/04jzFk8MMCOTJg7NuKW18yzdLhHv98nU8hEcBaMKINhj9I6JqUl7w04dOgQLodf+PDvcOL2V9PPMg6euJGvr2/wXz/7RT7yG1/guec3GJY9nvjMr3LssOPPfO97+Uf/+P/i5PEb+J73vo8/9e4/xqkjB8lzwwh49Zu/k2/7ju/hsw89xtb2mJtvvpnxziaL/RydlBw9fJAjhw/Syw3OWRaWFlFxFYjpFoDN0iXw9uqnruvGyXLKE7SFxvfaTLQcqaxZ/L7ajDDw38Rjm9x8264pE2lsVV11emJXnUbqXei6/hxtzoMVjmly/tNmnel1Z1sJNVF420qlllHOlcnmBblnHWrB7oV73L6JAh0YA+9W1dcB9wHvF5E3A/8U+HFVvRO4CvxwOP6Hgath/4+H4/YsleCeESrShoD2kYZxKWfVbvTUZDDrnrMF6jej7Bdh/SHu4P9vTQ5Qr0oazers2mur4x9FP/my37ABpvV7jQAdFvolS8f69Bcy8l7zJVZXkGU+RkeWZbhSWVvdwoih14ef/Xcf5rUPPMhDjz/B6UtXOXNxjdHIMD88jCHjTQ/cy0c+8ktcvnya2249znv+2Fv57u96H3fdcZJ3vOVNHD10lNLC7d/yOja2Vjl08BjPv3yWrXHB+tXzzOd9iqLwERYzU6HHwaDmqdN2x7rP6vNv5FnsNiZTWiEKT8ERyYqpLXH4SUsttLPqGTV+TZ5bhnSaKHdNRHXDA1OvbSonFfbtlUA4Xtvjp/t+7bHVPn5WScHktPxx05/FH18Jf0l0WN/A891PTlEFNsPXXtgUeDfwP4X9Pw/8Q+BfAR8InwF+BfhJERHdVbL6P1FxAITgOjVv7mctP6tZtRU6t7b0SiS1Xo0aFKKxM8UllEOzXY3vnvLYf3q4BrpvXKp7qZheN2oIauol+a1dTxeVpWmEN8/N1ccGN/7KGcqh6oW6k0g8CSJh4Rfu20Wh+PaEcxLKJXV6aVA6HY91r4GYCq6a0ko5T3wdqqqZxrkxXGukoeK1jOSUZsLKyUVO3C2M1tcoJoIUPmVhz1j6A6/cKiYlw+EcufQ4dOgk66cvMLE9furXPsaSHGbtk5/jjrsO0rcT3M4apmf5/ONPcml1jeH8Yd7wtnfwPR+4n0vPPsrpF5/hwisXuPPOB+gt3MmD7/x2Hvr0xzl/cZVvfcc7WLjhBp5/9nHc1oTl5WVOnTpFv99nUhbk/YylA0tMigLpe6HkXIyyVvd7V5+mKLU9bGeFgE3Paz6POMYSzldcGKzt2Mw1TZJOAmgqyGPSmFpRGp9bPN7EtFm71C2WDINN/Dyq9WfSB/5vHO/p9TzZEuvrQkIoY7wTnKgiRIo2BtXKELHJiqU2qW6vBNJnk37397KBJk4o46AEtXi0Xgb6xaprUC9/JAI9VCwDHgbuBH4KeA5YVdVonvAKcFP4fBPwMoCqliKyBhwGLu12D0ui5MR6Ye5sJcxt0ADbyD0554V57AAcapteh9GyxT+0MCfu0UcVR/1NQtezH0q8flNYd912WqiHthl/HdXQuMo6QarrGsTLZ6cxpHkV74VKqJuwyhFqC4d4cN2OWpgnk0HnimqayornVhPtLOQ5hdZm2MQ3BL7/TRyURsjnCm557QprFzYZb0BpfZ3n5nvkec58f0A2URaHQ1avXGVhYQGyjEkpjHpLrF8p+a53/XFWzzyCy6+ik5c5dGTIE1/fwI1Knnj8WVY3ruCKK9x67BBvfueb+MwnH+XRh1/mL/3I30Eo+civ/gf+xAd/hLd/95/i7/+Dv8lkMqIvPW44cpgH3/JGtifbXoBLxvKhA9hARakzjTlSxKciK8uyc3B06zV2L9PnxJwBiaIZ2/muCFlrog2CLVItRG/T5r66Pf5zll5HExS+y/tpgkWXf48NYKd8V+p6WbxpZchzoCXREkikBmG1wK4FtwnvWkyKkdJKTlx17N7AJcgjNFCOGmSXxeISyqUMcq5svCP+GoFK3mfZl5WLqlpVvQ84CbwRuGffd5hRROQvi8hDIvLQ5tqIWRYr9YzVUobGTgjo3JU2JJKuvUKrmbIFJP21p9rYeEBdddnPjLmf4xpovUX5NOuZ1qP5HajypVbnuVSINjnGdF9XZMb6nongdU3b51l/9yqzqIRrEURt7tJf01TtU1Vy6xAGTMyEwbERp+6eZ/lIn/4wY24+o5f1mYxLJqVjeXmRxYUeeTZmeTlnaTnH9Ccw6pENDf/lEx/nzvvfxMLhY9x8+208cN/d3Lg0x+KREzz0yON8+pOf5+DK7Xz2S2f5u//4Z3jm7Ab3PvhaPvfFj/OP/t7f4Fte+2a2i01+4Wf/JTtr62SDg/RXFlnMMxYPLFFQ0l8YMlgYMpgfeA1DeIgp8k4VfbPG1jeC5upzonCv9Rz1O9SkMmdy0tE5KFFuCib4kNA4B5pGCtKiNfauuEwJrTr20OwyHWkyq+49zbG39APRhl6kcpJqXrs5nhsygxqURgGuiQORbfzuKmaivoa9pmd7TWaLqroKfAp4C3BApEpVchI4HT6fBk6FhubACnC541o/raoPqOoDCyuDphBPtMENwa4l1lqsKzxCD3/b8UC+kcHd9fmPstSDInUe6hbqQBXUq/4tLGMrQR+olNYk0DxGm9dNm6rd2Yfq47spq1mTXvN419hEtPqb2jzPjvy3e11iMepAMwotsPkmJ25d4bY7T3H4yAHmFwaAod8fIJJx6uaT3HLrSZaXBgznhJWDQ8RMOGKG9PMx+UHh3/36x7kymefqFrzw9NO89uZDXN2+zMEjh9lcV37uZ3+LJ57e4pY7vw3mjvDcy0/x9Ve+yM0nDnDkxjv51Kc/wV/94T/LT//kv6Q/d4ilowc4dmgFFegNB2R5ztzcHL1+v9GmLAhGa61Pf9fR99+0FSSWdEWlERnMKKnwC70e/p8W8F08eJZawLTEzzf6/u5Wunjy1CGORIlb/50W9F3X2qvU74Kl9gxNFZ9entVC/tqAUlfZj5XLURE5ED7PAe8DnsIL9j8TDvvzwK+Fzx8N3wm/f1L3UUPnHE4sljKg8JJSSwo3ptQJVktKV1bUS+km4fMEqwW4CRL4c5w0kI0jrNCrWCVV67xjDpGC8BLRtqOf7aJpnoUMmoMzBiwK3GIVNU460IVfDmqIa29C9ESD/2xUMK5eZTSqpcGDORH+tSCXgOCj4PfXjffx7TTeBDCJq1J76pqAhGsOM1JT7a3dVynd0u4jkmuQmIY5IWyJU4bWIX8NSdKPUCZ5RlY6Fso5lBxOWA69wbF8qmR+2TE0OXlecmzFsvTgChfvFRaO91nIHStzPZasY2y2GJU5NjvMpLfCc5eu8vCzL3C+NDx5eYsbhz3szhqHbznK0XuO85oHX81b3vF6trd2+PjvfoUXLgy45bbX8rXnHuWv/63/nUe++gLPvPgsH/q+7+DY4kHe/v7vJsuWmJubgwWlXLJsDQqQkrmJkrmMUX/IPBkqSkHhEzWI4EyGFUNPa1RaxbC3JT5qmd8kBUSJP4dV52nL4OCizlT8bo3K43M2ID2UHMXgNMMFCk/xdFG1HqxQb47ROreBCUpPv69WkBpjpqD1vlZuMXRFGCsu0LPTIfxN1DfiiaKW+WR4L6J9TaxjHV0yfo4gxNM9tYOsYZbFi/fbKz2FFrhyD0pLTyVLLcAlQesEICvUDpLXOsHth0M/Afy81JF+PqyqHxORJ4H/ICL/BHgE+Dfh+H8D/KKIPAtcAX5grxt463FFE3OdIgj1iFAsJdYWYYsceo3QJRWglTKnLtOCt36o0xVKFBsK8SlGBStMK0MgCtcmvdBVZp3rueluHt0fk6Z0S23Vm+dG9J1epz43RcQxHrtWbW7UrbVSaCwpw363j8E2a0DWAn1/qFNbnaPqs76b6loFxKw2AhMdc/TUEdw9GZdfWmU0t8HckWVeff+rWLxzEWe3WVyZ45nHz2F6c4zzng/uKopRh0rGTgmDfIHTG5YzV8/x9/7mj2D6OT/xU/8f7//OP8HFsxf4xCd+i7XLG5Qo9z7werRnOP3SM1w58zRvfPs7cCrc/4b7eezp5zhx8hSbbhsz6SNbGf3hnG+Li4roEnUjdnpD8tKBBSslRebpiwyHzQpUh6E/OvqJ7r5UtQEdx3dF6u5MeWy896h/JrVCVDrQS+SfY2lQLApiJIzFbquR/cad0rD89Cv45hiEGrRpPDbSrtWQnwYZsd4Vf55w6elxXW1uljTGjqP2iUkZhsCPS2rk4U1VvRI8VZq2kPo3M0m0qj4G3N+x/3k8n97ePwK+d981mL5jUJC2NuoGp3+jdjrcu/G3o24NRLubME8fmaoGdHENrUjQZ1fxgjPm2fTtrs9tCfWYAq4l+LqEfyMZhktYjKhzCkmBY2qA8L416x3uIUpDYLTbtJcQ7urfb3w56QVL1IU6jxn9viCojAYe2EjoGIdlwsET89hywlY+4sjth1g4Oc+WbHFgvk9/fsjYlWT9BVwW0ZlPU4bknhoxGevrGywOl/iZn/8FPvQXf5ixLVleWWJrbZ3x5oiz58+wsLzE1njCM09+jnNnvs6F08/xpS8K9z34Fi5fXeWPve/bmTiHyQVXejvouSjQw3NwKEqJuty305Q4dZgksqp2uPl39XPXhN58hvX7UAGBWCRYdJBXfd+4VuddE5NAJSS2mBaOtQK0BTB2aUvXUjhOaC79/k0q6UphtlDvFrRTMivKpWSl2bVanfW+6D76KJbrw/VfwWlJ6VxlwuNcSemKarN2XKNzW+DKArTmomp6xA/E1A572k47ovN6870deOlG5dqKjrhsrCmUSEdE5NxoWutB7Zf7rEBycm66T5M2NdpBTaPU5wji6okq0ivxWMDHi6nyt5rGwGu3Ya9lYGMQd1xjL8Q+e39CfSUvuI9TH5CPeD9AqwKZUPTGLJ7scev9x7j93ae46f5DbC9uMMo3KcwO5tgSY2MZDvv0AIICLBPIsWQI48Ki/XnscJkXV3f4+//vv+D2u+/lq089zbvf8U7ecP/rWV1dR3pDXrl4hSdfeIa7X3UTq2e+itu5zPkzL0C/z1vf9R7IB2SZoZxYtMw4dOBIpQgryTyCY4KxY3Zkh5EZY6RgaC19Z3HiKLJpQdLdd4n5mzRDtsZ3rPl8akeW6ee3+/I/5ZxNYulSc+ZNh6D0vOZ9psda+tmmv6d5VStLl1qZG5WLsyaNWUrQLoQ+LeCrF6e6Rxrm1gWrPRditVh1lUdohdq1rCz0XLWv1QfXgM7hOhHoilJqdIH1gtyqty93WmDdhNJOsG6CC7RLPBZnIX5ucN+1MK+FnRe60ZtUJChmguZcluKPpQAAIABJREFUVavAWEBlNSJu9gDbLwpNX5BmFpg6zsSuAGMqWmPdplSYN353gE3qEzhySRSgIlJlM/KCv1sA10vHtrK6rAZtrfxxrc+7C/Uu5J8WEalWbeBxt6o2EI+N9pgY7wqjGc4KThw72Q52qcAeH7CTjVEmZFg2yxE7h3ssHl+m33Mc7WeUIa5KL4eMglxKBlLSzxyT8Ra2t8Jg4TBfeOgrTMZw5pXzvPj8yxQTx4lTt/CZzz3EVjFmZ7zJ5uYlFvpg7BgjyubWFne96h56qgzos5gvcGjpIBM3xvWEcamUE2U+yyiKMQd2HKuPPcNgfYyxoC4nd/NQzDWeS+yj7om39kBUfNLh+DdyvHXOgNj3tYBy4T2sf5uV27SpCPVq0tQ7VJo6I1e9jT464h6I2D93qnpHWsKqNoR5Nc4k0B8dJrTtMd1VdltZTwnzJOS10zI4PQbLPKE2qw7vSxn6NE5OlRBPY6AnMdGvZeVxXQh0UKwtKN2Y0o2xbkxpxxR2TGFHfp+dVBy6cyWu9JHK6lguzciKEEFcMtu2V25qEK052NgZmigWa6QvDY+4vTp5Fsqovu/LoqOF+rVOJEFI+OCvVVMwndWygYpJJ5XgbTfdjvBSVYrQ6XbsNYnt1vZZ5+yneOVoM858w6xLc5xGpZP6VYkTSikYyYht4xGpUaFXegee9aFl/ugiyJjlgVem53kOTullhlxKepljYEqGFOS9eRw95udWeO6Zr7OzOeYrX36cPMt45qtP0x/kZL2csYWst8DTT3+N1UsXeerhL6KjHVxpueHocVwBhw4eY2FpkYIRW+MtBmaOY8Oj5BsleZ7z5Z/9COUnv8Lg5XUKMiYmg7HQc/2k/buj2vp7vfJtmMglm7VF1Z/1xB246CCkqngj1e/pjSJAyTwyV0Od5iuWKMbT87q9NxvPvt2eECqhVo4mfWCaVE40xryWlWF7rDfBTaKwjH2CrRB3ZA0i21DHhrHVGK71AAn/Hu+NbdmF7b9cFwJdUW+xYgusKyjdpBLs1k3CVgQzxRJbIUJFnE2Ebuz0eOVkcLR7JQjz9nltJY3/yTQUqPsVRF0od6oOLZTePr/rWo3fIz3imkI9jvX6uybx1COHaZI7TtMstND6N7Kldd8PUp99bHhxAyp3ARm5yDwHhGOlQLXEaEmOkIXLW1VMWZKpo8g8gjMKo8wyf3iB0kzIlgxiJywOBwHxCiremiNaZfSMMsgyJjsjfuyv/jVe+vpLZAgrS/NMxmvkMuLq1as8+9J5Xji3isnn+NpTT5ON1nj5q19m48pFtsYFLhswf/AQ5Bnklvm5Ifko48nffYQbi2UO7FzljpWc25YMSxun2Xj+i4icpxycJc8vYPH0UhRWpbrEinxaD9VcWdWrKUsI2+ptMSjVVd9LjZTMbM/FOH7TZ5kRbbd9tqLa+ql+xtWKIsly1fX+NMZFpT9r/hbDYEfWNK1rPZ+4qeu279U9EU7XoxLaFQ2VImnX+F4f7wX8lL9NvFeiG3S03oUpx6nZ5bqItqiqgUYJ5oi28FRL5MyjsLfR3b9AXQm29IjMRc1yEGQEnVgUwq55r/a9/V/SKbI2x4oIWetlbUO5tM/2NRSJM46bskKpf6n2V/edsjiJdUyFdrNtzXdG8CZSployCrSZnfoeM9oPzbal5+xVZr3I7WMgKvgcqqayzPF1jnXxwtwoqATUbjMwGdHcbOAKMjXs5EKJMu8MPZMhKwvki/PogS3MC1fp5SESn8mwznPx6gTrStxog4V+n1vuvINPf+p3eeYrj+HKCcdvOs4P/aUf5Jd/9T9x5x1v5FO/8wVuOjHhk5/6PexoxI+cupWdnYKNlSP0bzzAkZOn6C06Nu0l3NAy3txgfnuJ//xTv8jknW/k3le9gf/zX3yEIysZr7vxFPe87QFWjn8rl1cyDtj6mdXPZ5p+6RpKcYzFfneN/T4+ePpcfG50bxlDo9+TsRGsivwFtcp4JeKTTfisYx1je480k82Ku+q91PCSx7+09sVVhQ0ndDnnxHq3BfkswDEFMmhTj6nzY6oLdFX4kvR+6TWoDCOohHnjnv/DKUVRSjuuhLl1BWUZefMiOFjU9ulqnU9g4TzkFEBcsNGOHZPaaiczN+FYSR5aDFJfjVk8evPXCoNYwv2CgXS0Ja8VovFvEyWnqKTemq2f5iTruHP14Goi+HTQeRwU6UXPiRsn2JSX93MeWFdtsf6i3na4Vvh6W2O/jA0rCJcM8qriTY/ctG7tOs588m2E0xmcKFIo3pzQE7DOc5XiKZYYF0NVEOcFeWEchSkqTrNfzLFtFOMKemWGmgHqxmSHMooFy7IMyfo+fVkuhr7J6RlLrgU9SnqAZJbJeJsf/MAHOLaywjve9hYGc3McuOEoH/mvH+Pq1TW2N77OB957B71ewfmJcF4HfPRTn8ToNqef/wpbqztIr0+hcxh3A27jMP25jO2FS/zgX//b/MS//By/9vO/x4++70NsnO3x5Bnh9OUBduEAR8ZQWsGoIs5Vm1GtNqwFa5mIMBGlwKLOg6QRE8ZS4qwFW3PkTr2XdVsfYr1VdCOctV8heWElYTQ4/KQZOXkTKBfjckwLN1ZjPXOosaix1egOaW0qftQZizOWEsVK9EtwFZ8elY9BFFJPVlE5GoW58wrnMG5U/D2sxNWJrai6ymAgcuFBZa1a+K0S5hbnJjidVH+tG2OlRClBfNvA96m4xL5cAKlXNhGJi0bb9LAioeCb7vr/R11U1VuzlFGAl5WXXLp5hagN7v61xUZ7Nk2tWOp77Hb/SF9IvdG11fXdu00teiM5r0tzvvf1UsHe8VuLq5x9fMuGp6Mp3auaevBVPKrtWIZ2BBaantC6l7zp367f9nO96d9aeRqpQ5nGuvb6fe+xOehjjKEsyxAr205lgc/zPnm/x2B5mVfOX+A3P/W79JYWefK557h4dZVS4dV3vQqxJfP9HisL8zxw330U2xO+/NCjLM0vwZUL5Fur5BsjFidwY36c/s4ipjfPkdecZOuU5annvsbBw4f40R/5K0jpmJubw7mSwhaIzE7s0uiTssA4JXNUjnbiFKz3H0hdzGd5XFcCUeqlf9rfrtX36V+RgD47LDXi9dN3QGX6OcZ6+X1NpWGk26bGZeVi3wQEe3mVp9eu4pYnnPi0ziHmZGheq7Yxd616dCP+Zkl1FvGc/bPo14dAR6c6K+3INu8E0+iv3r+7wK255v1RArsJof1cp1tQpTPNdDCq5n3bcdC9kI77mn0wS/i16yLV/ln9WBU3/ZIJ0wNzrz7oen4z79mxb/q8+iVv3qO2rGmeZzuvJeLplSzLGAw8d26tF+Qwba4mIoxGE66srfLKxXMsHD5MkRkuXrlKoVBYZWt1nZM33cgtp27kpRee59mnn+HgwYMsLS7ixgWXXn6e0dVLlOtrmO2Syy9cYomDaNljM9vhte+7n43RNl97/jmOHTvGiRMnWD6wRN7PqKOKzqYE4nejgHVoQ4j5Z2/Do03Pi8q9rvdMNTr0pJ6NsT/r+EnpOdChE43HtJBEOxm8P7eb995r7MT77ioHNMbO6QYIM7ckW1rjXPaeZO0UdbK/9+ZaynXDoU/syDe6CpHrqRe1YbYMM2S0l450C3jUodSoeBY67xLmGsyn2kJzVjd+I4I9Cg6vwARN/NVrJ4voZDTr+jUHnk5eYY+/FonnZ3JOPK7pmGSqzEVGQ99kBlFPxTictxJJI9Ml2Vyo+PRWGzv6YtYqJB7XdlRK/876PbbbP/fwcgVFZqkOcSUiBjGGUh1GTOWCjXqkXpYTsr6AyTA9Qz7IyfOcyWSCyYaY4HVqjME7CQu2KJmbX+APvvQIo7zPuSvn0HWYYBhvbLE4N8+lCxc5OIDv+K7v4cULa1y5usXnvvB5zKTg937/S7z//W+CwrK+Bffc+1ruOnw7zz/+Anc8eDsvbZ/lQ//r9/Iv/utTfObhL3B64xJve/NbkcVFiqLA5ha1Y5Begly7X3xR/IhQxYlgXcyRabBAIUrm0jyhceJSjJjwLsUInHkwMYyWTzbknFU07POoWSi1BOfd+2chxvaYSOvvxFW8ceq92hCepIi9Tdel1435E1Lh3W0pNS2YW+aQqQt/jMWSWLb43yxO2vkaopI6vXaoqzjUxWunStZYd1eZje6nXDcIvbSF59HtiNJOKMsJWpYJ/VJ4h6IQoEvwPHptN+0HZFOYSxWzpHYuagpzvy8R+omwTLd9t0X9fad/MMm1mwgjFerdiqKam599z3DdYNo43a4awdcCwAQ9QVCAKcQVgklt1RPkHx2UtBrAs5ftaRu7tmYbphFn+/z28VN27gKa8Kbe7sM1jrGVfa/n3yflmKyf0R/2GBcTn/giKLg8Sm/qCQamz/d98Pv4whcf5sz5C+yoF+b9+UWcZtgCzl26QmEnPPfSV7nprhu554F7KBZgMlAuj1b56G/+Nx796lc4e+k0X3v2SVZPXyS/6Lj68Bm2vnKWG8ZDysWc05tX+eQffJYvPfUkd917L5nkqMkYuxAnJI2OGO3Kk32l8zFgsixjYpSJsxgL/TKndIZSTet5eUHTROUJIpUYHbDLPjoKKAW8pYzDTkkYFZ2iVkota2480cs4bBW7qRLY4oI+LArMQB0Fi59o7ePfq8jIh9WCi7FVvN9LNdYkMuX1NSvhHRWdleC2iTB31W/RKcuSCvxwXEuYT4/rdCJyyd+a5tpvuS4QOuoorQ+h65xDyxKNXlRxwEUuyjrvlm1DxziPIGs+PV5UGvxwY+xVphwJUk7svVWbIrlGoewDkc4Q5jTRpWqSGDjmEgW80XjyFlSoYxb6na5bvGflvdGoWzKoIkJ3GmIACB6beysKoybwrNWZ4TppbI9ph6g0NEF9XFK1FhKf6q6Ovk0dZ3yUxpADEo8WAZwTMDkSBLdohnV+vIgopTa9iyXLQ+YiSz7os76zQZ7nbG2PyXtDSmtD/3kFmsky+pKxMDdgZWmZS+vr5P2+50tLn3W+n/UoJGOr2OHGV93I8NV3cu7qGjtzBevnL3Hx/FWO9I7wO5/8JO963/t44mtfpixLJpsTrj62yjbb/Jd//atMbElveYGBnePS1ojf/cwXeeMdb2WEYWHhAKPtjc7+ifuMMZS5YGxBnvcpnY/jPb6yzeb6ZYYnjmL6fa+UDI+nTsXmBbtIGJcxfr7z2YtspggWUcE5BTEYIzjxIRhELQaY2EkYLf66pSsThF8j8fbz9srL5sTvQiiCNrfcNFttTjCpV6m3AddkDElwAqrReD2JeF7caol1rvrrosdnDAimlpjjuNQmBSjifRpiiJ6qznhuXYNCPwb+SxG601o5Kk69Rd8+y3Uh0FWVshxXVIombsnO1ghBnE+uigazqRkenDVST6iJJCZ4LVDCnioYV+JI0zEZpNxxvOeeSk1tZvqpathBKfjig/NXpzvpXErOEuSN+kErDId6Cx0Rr+TS4BkaXjIfrChMBE68Mstp6DqpJiXRkGQgqVvahlntbHSLtmmVRDi1jomf6wlC/HiQSDHFYzIvqAXEZTgpwYBTH3TJ4p3RMvHIVCRuQn/YZzTZwRjBuoJ+v4+djKvOFfGT/p1338HP/eLPs7U5YrCwQBHbHhCZMcLY5oxxvHTpZY7c9zpuvv0wN73+Vi6dPs365Q3KZ1ZZOrnMU199lOWFZb78yMOcOnkH73vv+/mFn/slBMPqucv0M8cdd9zBkZtv401vfhcvPvxVTt1/gvX1CZrVsdLbwjxuZQamdNiiRHODKQ07L1/i9NPPc8sb7mf5hiOMFur46y4gegl29x4Vl0DuJ2UDmeThuIzSuOBA5DOL4RzG2EpVKerpl56pk1lU9QvZZyqBHRWu1PstfkJNhXL9uSXMExQWgWGwuayBYoOynMF9B0EdDS8qZK41Mm8rSS1NT9s4SVlSCiWsJBrvQLr6iec2FbvOlddEuVw3Al1t4bXFNihCw/IIW3vHuPA3cuZV70zRLN3CXMP+pmBuvgxddauuvAeanP6xy7O0RslR8RabMptr7r68r1Mt1NsrCCJ/HgJ2adppkR8PB6l6uoYoaI33JnXJYEOp+f8pQT1dyVnCvK53yz5/BipP+6EtvEgthaTEmNwzua7Eic/baZ0LPLj3KPb4yqLOo8RSS/J+RqmWLOsBkOc5UkxAarSFwrc+8DrOX75IdnWNnXHpLUbiABTxgcFsRt7vsV1soAvKulvDDTIWTi1y4OYDmNee5OxTZ7A9uPvmuyk2Jzz2+BP8+//0C/zA9/0An/jNT3Lfba9iOytYOnCYj/7mbzMpYDC/w12v+iCLJ27g3M4znRYUFfp0jtJAP9CSxghzarjy4jmKFy9hT6yS9RZw86WfyLWOhOgz9oQYLALgBTg4jGkKzugX4CdI61d3PrePp2scGM3rCSLU0x+fTNY038FK31H93qKGhBrdqqdjqskhCG91SVwXqfsn8tcRnadWMVV8Fa0zpk0n35ntBORciQ0WUo39bTqraq9ttq9Bz9Tep/st141AL8vSp4kLwty5shFXJB6HRnQeT551zfghDFLoYKPSgFXTdUqv1SVrmzRA64AZXHiXsKrPnWkSAFO0xbQQj/u76t0W9j6Gi6LGg2wjxgvsluIVaKB8rSaHZpu7+ihF31NN0lqozz5mRs7TUKYmjOp6/sUo8TbalXu4OjRYsFhnMcEBpixLMMYr8YypzNH8styfa4zBWfj1//YbXL54mWLkyLI+aqJPg0UyGNsJPStsbGxg1TK2OxRGcKKUZkSWD7l8aMyhwY0cyA/x3MPPcFCWOHRgCazj4rlX+Ms/9D+zurHNp574ApfXNrj/vhW+/4N/lgMLE4wxXLi8RbaUMZlMKoucaJ0T66qqGJTcZGROsSpcOX2Oc8+9xNyOYrbGyMYkEawOQ171pwcbFpCw8vDXTCksYzxaVxMD1NXC1UkWPLEV65rmjt66vT1ZJ8I+Ec5tAQit/Ykwr85JJmFV12lpk5pspvvSa0NtgjjLdNHpbG68ubWFcoc5oyjqWoK+89zZ5boQ6KCom3gEHmiXypFFo+NQbBxEcqCBwoGUZ06tO+I+k5oAKt5iJjk/TZaQis8oU1ycTOhCj6EuThr7mkIp1CtwkzVZQFhlxJcrdTgI7UoeqqcaXEOoR+Sf1jfltyV6hoogIYWRk9iPAaVHCstItXpQG5gVDajIqK+KqVF7XadU2Nb709Lsj+bfWrh7j9AmipfK7CuelWmjsTisD/RkgiZAiyCSFKfCKC8ZuDlUDDv5iDnrz50MRph+D530EBxz/UEjn2T9wjo2L6xjrDA3GDApLT3phXbnFE4pSqHMSs6OVhhdHbFYjJn0+2w5x4JOGJcZw7UepQijm3ssDm/iuc88RbF6hTuOnWKyc5nt7ArFeJMP3nc/F69c5IvPPob2X+DAqTtY3VSWlo5S8hI7pSOTAc5mWDPBmBLjhKwYsr1mWTElw8U+pixZWN/h8mPPsHDhEgsyxPZGrA82cc7b3nubAgUxWAXrXe3oqUPE1APBSHgPsvBuZjgXEj1I7q2LsgyjFiv+WYmZ4JCGglRprl4rZSga1Zz1+yW1WWMb2Xrk7ceHBp4dxYctkPoF8SjZgYk6udJfTaMS2YHGmFAOXO2QFEeXd1GJIShchc4rp6WAxCVY4KXoO5Bavg6iqAvWe1hcVN1qyDUalNqusnKZsN9yfQh0rZ0CSAR5/BuPqQ+PIj0tbcEBNdXStp2eiYWr4/euchtdX9vxUVCls3v7e/P8aD4WrxV58DZ90bWvnuQgTDot00l/3/oekTtXtKZXRIizUPWupag/1CmdTNP77tU/DWufVh+1l2L+RWkW59JwRr6uErxIjTG4ysHGm9xZaxEnOOPIRDCZhONcdb2Y0N6j9dpuPf6NdTEi5HlOWZZkTti8usHFM5dhLMzlfXZK51U+GeTW4hiztDzP8vwJDvUW+RqPsLG2g5vAy88/y4GVw/zbj3+YwbDPfbfexuf//a+w/m1v49a3v41JsYGzPVS98UApBXkPbOHHTp7B6uYl3JPn0XHBYFSycekKF86cYXR2jfKgkCHk/X6jLytOnlQIJs9ZPK2iWtOGzjms0Wol5PuvRCXz2bbA6zKAGFLXf45PzyN7V9EgzeTUqk3uu4nkm8i+Qdu0znGBZkt5+05U3XIKiig8/Z7GyWmcm3y3U3xAO1doytt3OXRFimY6bMFu5boQ6ArYMkHLVmuFXv1k0j8Jeo37kpe/Jcyb58Wb7p21e1ZdG9/3EOxdCLVLEDWtPmLdmyZzU/XVGhl3CfV0UNdK4PqzUU+51BNomOyk7jM1ijhwUUorMdBjq501Yo8Lhv0obtN+qvdra1+9+titH6v9avHpL4KgMQRluhc2Tnx4BCc+BIIjD4jOQ0qLMpnUqCg+k7SP0wlIkhlsPB6zMDfPZMdx6cw64wsjlm85xMgUTJzxILeYYPKMcbGOmJzhqSF3fvvr+NrvfZkjOseTTz/KoaPHOXjDEouLi7z0ytd55Pf/O+fPnea7jh3m0P2vZZSt4OwEyxjpO8alt/3OpMfIjjhy4wHynQHP/sGjZM9dYnLmCqPRDpkOgAHSG2L6c5Ruy7dH6rHqJ+YQDyU0zSAgnhPPxHgVucvD/F5SGi9MrAqiGeAjCxqgDONUUiGnEBXw6gdjS8BGpSf1yhGPzKEZp6UeDxp+swl1EYR5S+DHceIFtqPmt20leGvFaJM7r+LIU6PyWjhb0hSWrlKI1p6nacwXb1FT/yZBb5hGtfwfjkMnzoyqIaGxVhYs8SG3GWkNUiMK9pSPTc+Lx6bUigd8bXGwPwHfFk5Tv6e/pQq8xjWmrV66i7SEek3dJFdLb9eYYCKynb5XCGpFoLJEvfULihpp0EYiBgUMiguKVAGvaJWmBW2z5imKl8bn5lGgyVWEjKaolqlnG/ujq/d8XPwc1QJj/PBWGxV8Fut6uLC+s1qg4igl9xSCOCAjz3O2t7fpz8037LCrrPUieCMKwdqI2n1bjDFIllMU26ytFVx86TKHjh1nuChsoiAWMb4/1RZYLRhnY/onFrjtbd/C2ldOsyZbXH3+WQ4vH+Ti5VUGS/OceuPreODOb2HnpbM8sbXNHd/+AKPhhJ1ylbGuBVvtPkYMEx2TiWP1Ww9z8OiDXPj4o1xc3yADjpqcgyuHWBj06QkUAW1HF35jguBzHlFH5ByNn+IKxlMsEVU7oMRmPo6OlZKMHBGwWvqEFzRT1aHRPLIptFU1QeS1sI5DsqZiasVm3B9RcQPFp+i3g39vKy9tFVRr2omo9lxPwgx0WsnUyNvXMVWu1ufVVEv8rVa24hwavXztN9HKRUSGwKeBQTj+V1T1H4jIzwHvBNbCoR9S1UfFv7E/AXwnsB32f2nPmgRrFquKqRDqbgKvafLmjw8/uQ6FWZgA/H6XyPMmLbNXmSXM63tJx75mfWbRLt1WNM171Ai+2bY4RwV6Ho39qNFuO6m/el7ZTziSmB96j0hjpGHyheIFfRCFnoahUY+0nqmyto1m2xOOR7eGWrinbezu7Br91LFA0ut54QsS4k4jmUeHDh+pEwMGClfgrPOpGDT3gZskw2QZWzsj8rm5Zn3FVSs7EYOGZBgV6AgUjMuUQh2r2xOef/p5brnjFMODC0xKQCeU+YDMWvriw/uqKqUb0z+2yPHX34UuDPjsz36cr8t5jh4+hn3lEjefuonV/oCTt97CLcvHuHCp5NDKEbZGwpXJNp5IyiicJcug1ILeeJ18OeOeP/4ASwdWePHTX+Jo7wAHDy0hi31kkKx0w0qtWi26oPgUT1XVg8dTWiICpgSXY6UEMq9DNcYHiMsk9FGwIVeP/GuLJBrLPN+DwbBPayFeORBpjeZnCf3K9E/j1WbFkGmHN0gpjwQ928KL3CqMcNPd31Ejbn9/h3VNHUB0ikqzQ6XepU5bk0TljRqdmcp9Ac1Y9oPQx8C7VXVTRHrA74vIb4bf/o6q/krr+O8A7grbm4B/Ff7OLoqfjUK9HdMNqBbjHnR6sdIAndJxdI1oa3TeRH/N0lwHdAnZtsZ5bwE//b0eSGldZ9+zrmsq+Jt8edrk5iqifVwtOCN6F1U0RIs0BCEfBZnzwpwgvFwU6k69Ei2b7vfpSWh2u7oojNgvu61k2hNEs4RludbBEFA/R1kt/XhzgrW5V0GZSLn4JbB3Wqq5y8qcjy5LqWadvOC3OKNsjpTVSxuc+/ppDp28BZsbjCuZqKWnkFmP1DMHzlgKSszhIUfuu423/bkP8OVPfRGxhjnXw20rl9a3GGc5G9s7HMyOMt7YICsHHJw7werkKtvlxE9KxqIoh0bbjPKcycKAYw/ciptskT9/laUDC7j5IdsaHbJcDQISvUA9Tjxv7oVU5NCDY5dYSu+mGSx+SorGK2KIWvQUpUtj0FIJcaKyseLuwCsIk4uGJWIt9LVxvP+1GRbBc/M1sq/O1zrQlg/bHSxjonFrCNntsww5SheEfHDZj/ewCT8fVxB1HVLP5YQ3p54MvC16cJisLLPC1hVBb0bZT5JoBTbD117YdrvDB4BfCOd9TkQOiMgJVT27233ETas5mwdUT7ejkk1ULMQBmVAy0xeceatZ1A3MDjYUS9ZxTvt7LcBm3D/eZEY+wSbyrwVoioyjUIx0R6q8jMf6MC3xxSV5qUyI4xIQswvtVq3jufirTK1C6s9pH3bTQXuZJO5WKmSZfBcDtULV0wDG5Di8w4xzASkZg1MlV29JYG2JVYvkPh1hqd4pJcsyrE0cp6TqqVY9/FiLx4l1kMPY5mysTnjxma9z9E23INmAbFySZV6QTqQO09xTUApG1qHzhsXXneD2C7fiVke8sPY8504/x5H1S4wur/G+7/0g+ZUNFlcWOLh4gGKupLz6PKVcYaxbOKeI9NjMRox6wrbbYfHwEnN3n6BYm+D6A3puyMDhFZG4AAAgAElEQVQNQSdeqDQoTo9KvfOQR9ZGHaaqrw+bazT3ySyiIaJan8tVDQUFZAaj3obEJ95OaBdXh1Vo9Gfky8WFVWcTnKXWLf74VHCHfa1Y8ZHyIJnAYoyUFJn7v6lCtP69QbekduItJalGK5XqvLJRh7ivVFc5o7ngCepCMuC6TvW237KvWC4ikonIo8AF4LdV9fPhp/9HRB4TkR8XkUHYdxPwcnL6K2Hf7JLMbLM3pmOvqCT70ocIbWGTIvR2/3Tt22+JFEdKdezaVKVVz3Y9ks3JVLumz2l9TvopXpNgvtg4NvhrNcMj1Pd1FrAerVd1SOLmROetKiUetPq7ec/4TGJd0jpNPefGd1+H/cSIaYbwtfWyuUJgtkJiaYjmImTCMiFjWrS7Lm2IWx1WM3vFpa7on9Ln01QdsHllxOnnXiG3hrl8gawwDMYjTDmhpGQkjgnOBwQrJ6juYHWbAwf63Psn38TcfTdRHh+SDeDwkWU2Vi/yW7/8y5jxBNl2jK4U5KNFTh69kwMLKwzykKCCHi4bgjUMbIaWlpUTNzA8fgNbLmN7UzHjfjJxBrqooYSbFi7t8LNpn5dJbJNGeFlnky05Jt3icwsme7Z6jloh2RgXpRag/nerkY12FWcex0cqSLvHTEqxWEoXxogrqnpW7erYuvqkLcxtw1kpoV5aAcfSDGE4G8KaaMMjfq+yL4GuqlZV7wNOAm8UkdcA/wdwD/AgcAj4u/u+KyAif1lEHhKRhyZbs4VV15bUq/E3ntPe13H3jmP2w9t/80oq6Ka3vWflPavZCrs767z0fu0AZrvVYbf7p8K5vb/rc9cxe0/wez+nFH21EzR0XUtbE3LqzbhbndvF56n1aL8oCna2RoDxadnU+Ng5ztepFJ+8IVIdRh3iLMXOJnY+56bX3Mmtd9/BTSdPcPbCWXpzfRbzHo8+8gi55BTjAkPOaHvEwvy893ANK6AcIbNK3wkDDL2sz9EbjkGWMx4XdL3+7TZ2tXmq37r6MnwupxCn27Ufp56tTI/FOHFea+kaf93joeax2/u0tapIg4m177Hb/Xc75w8jg67JykVVV0XkU8D7VfWfh91jEfm3wN8O308Dp5LTToZ97Wv9NPDTAMs3+UCffr//3T+0+ngXlmAxOqACPoZUPK/u6GnHSgk6lbizS7CEsD+7jBOPfFJaIdQjjdsck1jGGC7J3aoqJjRJ45WK1FEcxA1ecHrSqpWSXfqDdmkqMFO7aiJPHu5nxFambFjx/SzggnLV67OC6aMLtI4LNuyqSdgcqaic1LmqbkdYUjR6QcOpiVIWwASrnOSFt+CNE+P11btcCyGjlHjnKRccqkrx9IAHPT7Kn1JgncFqiRiL0czTNDY40riaaslygy0dRjJUJSRmk5DfNIyPzLCV7XC0WGQ8VM5LSVYO2H7yEsfvMzw7sKh1GJOTOUfmg+IwEkEwGGcQFXb6BW58hcHcPPe8634e3dhmOIaXXzrH1qEjuEcf5rmVBW6+63Y2L5bMLx9izi0zHB7kjDzNWnmebVcizJFJRqGbuN4Y7riB3sGbKM9eYHh1Qm+576MPikeRPfH5c8UJmCxJcKzV84r9X8V+MQbEYiL5EnQXOKksjZpq7jCuNUlu0YpXUhkLhHfWxXeiI35TRbFKLQsq1Augnj9P/Qucc1WobqdFtalT70MVVhZlUEy6yHorODehDguQ0jVhNZxQMF4pasNL4K9p0SrYmMWiRrDO8+tRzeUI75EI+zPXCK/JXgeIyFERORA+zwHvA74qIifCPgH+FPB4OOWjwA+JL28G1nQP/vzaShMx7TXjzyqp3e2+75wo4qIoSov3HKtRL9DI6NJV9m9hOrvst/3pYW104PuySbHUyz+vFK2TTteIPn73n+P59Q13Q0K+TDtTdR7nNCxJ0/v7Os+6frp1LZfjstqGZX/Drpza0abap7WAivWK4QLSc43GWOKKs7C5vcOXHvmyF3AyXZe0fpEGym0BjBiN13BLljd84K3kty6ycuoQ88MMzRyPPPZFzl88y5XLFyjHI3r0Wb2wzcHBzczrSXos+bqaCaU4Jpljy6zTP2boHV9kTUr61lsYWTHYLMOKoUQpc2GSxfZPJxCvn6utBn1FvaR9bItg8he3psOOS3jodPPJql2DYmlTG+lz959dS9A2Q9nW/ZzQPEm+4pjq0mdNq0N125gpLda5QTGVjTq0nYd8vaRRB/9O1RRenBAM9WREvNo1yrb9IPQTwM+LN8I1wIdV9WMi8kkROYqXsI8CfyUc/xt4k8Vn8WaLf2E/Falm21lmfLvK3hp5xr8VHkxohE7bkURB2SXwuoR+hcyT4lp/kdoZ8xtfQM0uEZAkwGTmcVBbxtTtSturbVVf9X81KCvkQQQbVaa+iO4Fj+qNik8IYWoFdT0ZNtYs1R13s8ufGgupItefHY5LKZLITaYZh4JXYohho0EQpbFbIuICH+Ol18/q+lXjLE4s3sQzUgDOhaQZufGrGfUGC5MSXnrlHA/sTKDnvQ7VNafyuCKNisPSOUzu0MwyFoc7sMCDH3w7z/zWl3jh9x7j7Np5Tt56G7/8H/8d3/2nv5/1tS2WDh/l2E0nWFpcpmcXuGgHrBZnKXUbZ4xXDg92uDw+z/Lhw4zWdjhQ9sjmDFfdJtbkmBCNc4LDiqOn/ar/1YdQDP2TtRBq08HNivfC9WadaRq/9L2KeHKanov9HEuX5Vt8D6cEaBXYq7YySYWpF+aBk4/cfsXnhwne2WQyCgy9NoVyamKoqoGya8WVSR0YG5Z408+/ofwCwCCS0Q4/vVvZj5XLY8D9HfvfPeN4Bf7avmtQnVcLpjZSAmiSF/VxUWB0D4jm95bH+1RY9C6h0hYm2rqviDQeTWouGMNlmtbzbMvfJPbVN7e0KZxGW1oUjtS/x9gY/jwTfvcHVZEuxQtsFQjpfLzZGkKMqeIjOgppJLxOk0umJ9BZ3+M+UVc9iza6T9vXmKSDZ55Vv9qwzhvI+TiCIFmGD13QpPtinUUkxPOWxI7f3yDL/FVEvBeqzYx3fXfCTlmytTlhZ3WL3hFlR7UxOdTjvb7nxEBmLWCRHozZpsj73P3O+ylHBetnrvDKhTMcP34jv/YrH+ZP/5nv50DfcOnFF1i7NM9td93J8uAAL5XKpfFpnAp5f0AxWcf0lJE63IF5hhubDHsZc9kCm+MJTnImmcMxYRq2pMVVwqoKuWDK4APiJ/cSMBqEUvLPN9xbuexm29YYAx0GB9ECqTo+6VNwVb1qJWwU6F6Al85nRYtbGbOlBZReBKReBhTv2+ppGJvQLA7t5Prj6rEe8ySyJo46/+77d8rThBIsLOIkGFeF+ynXh6cotTmgkKK51FyjGy2niNN/D58TBOt/D4MvyqrEOib2tWiK2BMvz3QgtQRIdEGO9481VnUVj++SZxnCQDdkrQZWI6L6ThqmakesB14wmRqvNgWDkiUvT1uZ04jbkvRbo+0qPielkUBYR85dQ5RGqV76OkRAcLqJCF0VqaYrNzXL+rpK8l1av0vShy5Mjtp84LFUzlBadZhztfMRWj9LiyVXxdkSZ7IKhUmIlW6yOnqhn9S8AHON8VT3V3wRnXPkmaHQktxmGAyOPlvbBS899QJH3nk7a3araVcde8fVUQ0necZQvWLTlI6sb3C5IAfnmLv7BIsHDvL1p5/jysZVTh6/kV//6H/i3e/9dm48dTPD3pCnv/QQ2aEbOHnqNkoKzm+sghhy6SMII8bkgznshYJFpwzKMVKW7MwtkK8MKW1JL6Sqk6DgrYZT9c75iTojr1C6U4fX7/oVAS6v+qZWZppk7E1P2Olzr1ZDYqaOmwZfqeNPTBZRO+1EC5gKeWuJiwK9ol3K5HtR8+zB1LCN0oNxZUtWeI+FOObiGAKL4FNNQhDU1lXmwU5LYtI+hw8UZ4w0qL+9ynUj0FMvslrxkcKkabQQqRL/ZRqRd1Eocb+20Dp08N17cOxOUopo+vAWQK7Oaa8SGguxa6P1O0uXcBZMAylPndP6Vk9sJoTMjXx1mMDwSCw1ma+897LosGTCcK+1wekkkr60uyFzz0sDycQQKbQG+dJohE7tcig5zaW3Xyo3l8meE6cynas8QJ3z1FOgbVzikRwzKNkQTrYURx5igztVdrYtLzz5AoceOIkMvGNWl7VGNUGEOONWxCv+xxMEuGpXuevtr+HCIy9xDMtofYuzZ85z64038dgTD7E6uspdd3wL84MBdqwMdJnjK7ezMXqGSbGN6Q0DJTKBHOzQoKur9Fe3ySaOyUElW1pEcoNotyBP6wreftp4lzQfiKsS4gaVwvdnROfOC7QafHhKS9vjvg2mWnGN2qVJ/9SUSO3C7xpem05LytIrQq0tKMuiMlcsy4k3ZVXrUbwtGqaLDYqnlU6v/pu6odWfJSq/1cs8DVE9Nawafb6BxHrCheio+yzXRU5R6EbfjaLTA/+bWfZ7ufgg2xHXIFQx9GiKSKYG6zexnrMmrfa+LlpqVpsj8oznmfA3Kj59kZnXkMR+fsZ7OlXfWcKirvvsrX3cbtebeQ3RqXNSW+rGfVz39W1UkEkdsEnIEMlwVhhvjnCl7RTi7ZLbekKyJsY4d8zN9VjbusLJV93GpKe4XFg5epjT585SijK/OMeFSxeZW5jnyIEVXGHp9xaYn1sME4UXKJgSNWOKnoHC0htNYHPEZKekRFDMnoYD7f6efh7B57PRz2079ujebjs3Gt6U3eO7rkMaqKudCLop8NtBstJ90eY9UjbxvJqTD/froIHa77p//lEW1J+JzwHwKxbpODarztlvuW4Q+pRFQVdpKNRmHBJ/3gWdX0vpGkQpio6rhAS8Niic6ri9q34NdWquBjpXBzqN1NFasQc1JdVmL1Jeu6aeAm2jBLolnqjVRCYpsaM176kJHQRtPcX+hHpzTNQu/SmtllypE7THiaohBCQKY+dziMYoVAnWqTnQ2Y5Fqj5Co+fSwRoXVp3Gc/OUbK9tY3cKWApBzoIppl8ZerWzEd+yubJk3MsoMkAMtiyZMzllsUU27HNxfJXXvP31XHjhLKOXLrO2tsZmUfDZL32Jb3vre7hweZXBoGDZnIThkMOHD7Nz8QrFxCFZjppNSrEUy8fZeX6blc0JZruEI4Yyz5lkhtxkSEeTp55TRW/51Yl1ReCBM1T9irRJubiwysuSa3Y956bwnNXvVX0qR6Ta6zMNrFUhdPXUSlmWladwaSdYZ7F2QuFsRbXYqDBtORH5CTvxUo3sitccV20Jn4gK+fg+eLNmb+KpOESzQAkZBJ9ExIg2kn3sp1w3Ar2xVpj18BKBkTYxyYo1fY5Of470pU0Uc0pT2JmOAaaquKwVd0SadUnZLhOFaVv7mpQmkxS/7D4jeyHrEl1BqERMKUfdvuqbeuVfqgCO76qPf53Gygg230arlHNepAUuORyDiKetI3o3QiZBgDtt8M1+peIS4Uhw0d6vd1uTZ9daAtSHYKloS6ktpSr9hut5dG1sZc/urFIChbO4zCI6oEeOdZBr5u3SNcOJ9xr1ITb8BCdiEDIMgi0sOjFk2sf1LQM7gEwwOiGzhrEaNhhy5WunWTh6Ozt24hNAZIaYuE3CCl4xjLMMUaFfCsZkiBHKmOvTgpmfMCktJ+4/wStDWDCO7YvrLGQZjz32Be6+60621wxvOnyUyVXFDQYs9o5ypTyD5IIUS2Q2Y5w7tvsH2ckXkfkdbhgYzucbLJXgyCnyZIBK8qKFxxjScQcBLYizGJOH98qi5NiGlUu4gKl5dD9+pznyxncpp/Z3rfBq5G9D8KzgrekKNH62XiHqdEJZFpR2ROEspZ3gxMdtKSixOMrgSWor23YvhaaEbEiWI2SoiSsF6n3hs2K8Xsl44Z0KeWMszhmMUZxpTiD7LdePQL/GspuZWyxdwry7VHrmqkQUbnY5cS8qZRrJTIvqaSeo7lVB9/VbCJzm591WappA87jKmDrGpypqIPY4LOP3+n5xn0AiqNNcjiJSOSdBmEioBX9a5/aqQ9I+SfUOadur84JUN/51ivvSfnUAaoJXZ4hREqgijFBqgcvwVjGUfvyoYaIFeZ6DtaizmAyyPGdnZ0ShY2+XTghVkAtkfrne+//bO7NYS47zvv++qu5z77nb7JwZzpAcUqJEMbYWRkgkhDFkOQkURUheDHjL8iBAL35wkASBiQBB8pCHvMRJkMCIkN0IslhZoYc4juyH2HGkSLbERRT3EWfjzJCcmbuepbu+PFRVd3WfPnehZnIXnG9w55yu7lNdVV39r+/711dfZRnleMi1t6/wh559kmEIdOZpmSTaZMJZd3HsUcbDgjlj2djY4MMf+RB9neOWuY5b32JQlLzx1mXOP3SBN956kZPnH6F3aoVjcyuMxhtslRsYWyDWYTSnd2aZrRu3WOovsLWyhLV+f1VNnmuX+GdqJvprWZb1IK5jz5M706xP3AmJqDRtb/1slx4/naspHj8J2tzYOQJ65d0SfM/HrvY1Lwm+5yEEwDR6L5W6rlH5yRrzVdHCTUMpiNqWNaGomrCfa1lZF9rRvtvJgQP0vfBFrV8yrfPVNEzXILD9wJB2swieIasJSbVz/7DCUJGAdted2ref5s2z27apOlbr+uCokoB/HXgqTni2Bwi/irQuuXfLo94sOvomG+/SmNZRTdA4436kGlbaBhO1qzW6wLc6sVNbVNZWKGu0fk2cdCrR8CLFlX8AxhkyJ/RKwobKnj82maU0jgL18wIOEKk2ls6tJcsV1YL1rQ0kM5Qomcv8PptGUfELloxRjBOGd7YwCBk+WBiAirSMq3qxUs272pp7FcO89VpwnlvWRqucf/I8GOXu1VuwVSA259XLz0M+ptc3PHpimdGwD70L3B5dY13u4igZFhnj88us/uAGT/RXGC4t0hNhq+dDEJhmgP8Oas+DkmCSfueaZY5pqduiq908Y97bS7fm3sXhV9x4BPQqVkwd1ydSLd41sQxzJQWlhkVEmgwEKUXXgRWd+KGmqpGY5gItCO9F3GQ7yd9P1Ic9Yc30QWSaHChA7/I5bp/rkmjOtNO2E3++SadML1crIXGPq9zqYj7CnoLp+PwmtfQu6QKyutiTWnZK4NQacm11aOvK2mMjHRSoQD0Fe3FahVFPOXUVrdK8TzKNka7yjOkyV6rSRPM1aaJ2+6RtkQyyjb6g0b0ybYj4ggoQNmvAU0a5WIwTchEyYynxa+nEea8T4wTNfaCrOdMjM4Ibl4yKkp7NETuHQ8mlR6k+QjnWeN/lwiGuhykzKMqKJoyDfgRAI1kY7EylwVaklAoS+h6F5+BLCvL5jNXRKhc+eoG8Z7n15k3WtkY8dPFRXvrBSxxfXuHN5wecOneJxbNn2JLjFKagYIxmcCMb8PiHziA3C1yWMa+GVTtG1E2OuYl20qA8qmX20gRxEapJv1RDlySKZVrHqdJ2u+0Ccq0042oFcPBy8SA9ItIv0T2xSF0US7/pRBwEpmvnTZwyrbI33lHxHlDNspdhIx/TrAc1wDtMx313lgMF6G3AavuCt/ns9m9rSSmAeIE0jzs087B38oTrYKqkqDQyoezQhlONPE6vuYTPjjFjVGO43QR8FSbfomn1bFIU6c8a1gRNcKzr16RcYhunFEykPiTmb+rrjBJ2O/I3VFNr4JV2InX71Zz/ZPn998nnW6d12jYNkKhNXp+vD5NSI7wah2pGnNfQ0iHWv0RiHJqV5NJjc1SSaU4xdmQ2C7FdCrwfQo5ayKzB6Yjh1hBVpT+3gLpwrRtjxJLnGcYM6WU5prCUBbjSMBgMsP05KAsfJdyYEHtGwAhGLKaiI4KGjknA0fgFTqJYYygYwZxlw21y+rFz5Nkc7928w60bdzl94TFeevkFnr70Ue5ez8jn+iwdOw4mZ21rjUG2waAnjE73WX3nfTJn6Bc5eZ6hZQk2C+2abJMmkVbrfiYxWSpuPaVWgphUe9/Z8pz2vjeBPQ1RW3PodZiHAtWooRfVwqHob17iqmtSbX/avSVYVm3MMvFZiuuom0JYpzG5xWRW3c+kTgWHjXJRUpCpX8BqgosODW2qpKBAA43rhmk3cg0aYa6vkmi170SxtKWLG49laoNrY3wXkknU7STRoONPp4DjztLUzNOJy9pVK9G2E1CXsFTcbzjiNzOIk4fx+VWdPmrMSbvE8/57XadUyyYpTQMEOgaxeK1SGVKNgTS6+TpRJCxvH5uCkRmTLc8hWUGWC73CYufm/a/UoQzRHthFy9x8hs39DkFm0KMYFYzWhzD2K2R7c4bxuCS3loW8jysKjGSURhlZGJcl4hxiDYSFI5mxYYLVRiKoHqyCZt6kMKyP9Jc2plFGxZCTF0+zpQVz+Qnev/FDlpaWefXtN7j4kGN57RRaLnPm7GmWs2VuyRVKV1IswI1ii6Xba2RLZ8idQUzGSOIEX1wQE5+Lp0+8ZlkDk1cIQnA3jWl1+IT4qWWZWCA799dplEeTDombVtQxyCOV4rVuv9pzHDxXIpgXGkMAFCBlEu88oVsa71ay2TUhnk8C7NGKamjmrb0NxPl1Bm2uvaJgZDLG0W7kQAD6XmVaJdNATQKJVj7pNrcjhbMXPNylPAjXxbSsze97rUSzcGkbtbNKj1Pu19MwtUthlWsHVQOJ5t9RN38+LX/TUps2T1CVL/zTqrxSaT+iHtj9xnTeT6MQR7aYQW8TGVgUH3kRI94rJnP0FjLyE8rick6+YMgXltFCGW6NePfqPbbuFJSjrRhHwDeLA1eMyfOeX2nbCyAuoUwQJh/TJ9E00SfraJJFbYGVVg8kTqAQx8mHjjMANjeWuHvzBg/1F7i3dpf1jXtkzuGWlpgzGUsmpyyVMSUj48hXt+jHePembRU392xqW9BRk4/H9WftT1XxyOF5+Hx2nvjbFaCTbkhRNLxc4l8Zw31pe8IzauLd92lLbBcTqaQkrTmARSAPzzShmqrnFzxa4nFVJvYOFwcG0HfCny5+vfmbpqdKvKzZ4bqW86dpVZLXLiI47kI777omaul+D/qQfweIVZpju/A7yHaXiUzmm2rD/qImKNb51aAZoSXy0xDwO4I0UsdyEVdPgsbPeGOoXSA1oUSgBV9TKmjSZG08++rl0rpPpMGcKusglNmognMY51/sgRRYm7Ny5hT9MwVr4yHFRsl4VGCtwWYl8yeE0xeXWLqUc/L8SRZOL5IvzvnIrCNYvb7Be2/c4fpbN8juZQw3/arU8WALMIhVpC8sPDRP1sspUMpAR1mb+/kGvBZOBRJhhaUkYWiDlq7BivJmv7/SFUpuhYIxdtFy8tEeGyMfcfHu+6uUa+8jb77II+ceJR+P6c8vcGLFsljmvJspi48+TPH8TQqEIvjJR+uqXidSK0Q1KMWWdjgXY7vXFE0st/90VX+qO8jOi626ALbNbytjX4qwQKhMoi865/ycgZbUG28UYZOJyUVIjb7jq50cmwbdYrTWyg3SsjyyTmDXOFEvPqRETZEqSEncLF33COkHBtD3Il3gP/HAOz1a2tLSjFoar5jaEwFSPny6uCla57alkGZJtgtYVEva6aofNkDOv/hJcLAAatPLN2lCTB1oWxHFUrM0/sb7VCdlDOEBqnaO4KvJNe0SNZmfBq0S1e+KqrH1/aN3UbsuPq8A6sEsj37H2WKPk48cY3NzFR0K62sl84s95lcs5z5yjIsfOQsPryF9wzC7x9YcGM3I5nNO91e4+PAZHvvwOcrLDuMWcFtDbl296jVgFZYeXuD8pbNhGbk09mP1AB4olQrQmxOJbdCrBjJ8DPM8yxmPx2S9DL8J9jqXPvoob5e3ubMB5dYWYkrW793EjEZsmZz+3UWGbHLvXJ8zK6dw43cojEExlAYy17ZoLTF2eYNCSd61uKVaCui1R0vwNxeoNPfIOTee1faA3qRaIi3S3BqumuAMOyGVgXKpaBiN3iz1atG2klM3dtLmGoKNBSup0tI1vndtDx7fbilyWDzlUrmpNlbQSsPddy9yYADdxMGpYWXXk2uNkUoBBKNKnIiX+L9q5UoXgTGa2cTPZkbEp1VEMz4CURk01YrVbLkmhgdaxrE0AEmrCtVnBLJYq8pUDifridTmQ0wnXqpOnIB3tCia99XKd7ut/Mdjk1xb3Stk4jWtBHAqQPU3EyFsDFz/TsKB93J0lSlaTpgJyb3ScieXSUu7bz2qRnmrtnH1ab/BglblBZgfe8pAw6TUwAzJS0PPzYMpeG/lh5x86hTn5hc4fTtjYzhCzzjmTmSceFQpFm8z6IExFisGW2QYLCBs2Q2GK0PsinD6Q0v0s2XywRynry8zWN/EWcf8qQWWHz7GIPNtYwjAUIrX5EzQYlUA6ydLGy9EEnc9tJuERlSBwpWYzIZGEkx/hUFRcPZjJxnpGirHePGVazx0bJmLj2Rsrq3irtziyWc+xvI77zJaf5u7WB51Jb0SVHJGWtLLcr/oxo1R6/ldFIxTelg2K3PWBLCP/a4E8THhIfQz03yAUekQF2mXtjdLGiCtqUkDlS9/fP7p5haReomfpcaBxlW8fwwtELQDHCFUR8WP+r5uEj7ctgZZERsmt326DWxB851takAqZYVvqslLEZ+pDxR0dCmXeA2E7pqOXAlXHoFNtf5BRY3pZF7haOJe1eOcMkJWdEy44aRuuzfRFqi37zWtaRK8+gD37G7zJl0VFuaYWhtquzfWZnc9gHhe1FWaS2ycCOLVICT1ANdowXoFtf8d6cvRrnudecpFovVK17q+9Y3FqffSgbB5h+Pe4jqLT64wfwHmrUWXhXLOsZmtM5ScXPv4DYZ9IUUMip/0VC1xIryfb5GJks/PMf/4Ait2GWMMZVaymjl6pJNqafyO6Zp5YyJOEn/uKq25cEdVGQ426fV62F7Ohz72JJeHb3D76rusbgz4vf/1fxgOh/zkj/8EoksszRfcuXEVmTOUw2OEO2gAABL+SURBVLuwXFL0FDPIMTgyidaUHywUpRSDGIOpfLXrfhMnSz2YJorItP7dld6Inpg+x1qTdsm56DqZaulpLHRHsmNR3Ehigl6JYNxMSwdWQ/q8bHUcr7eVxRHLpdRzB6EMNBcjtSVG3dyrHBhAr2V7qiSGm42AQJgUanPr26HrtOzbccvbslMQy90QJY1yhI4cx+7ISXdO9LmWKZisuPTpHeXpHCGb2vJOA2kTsCOIJhOTMjnoxWnRGEa3zQMmfT1V2Otv0URKylZ7wCQvSrvsLk6Ga1hMROVtU50PwKQh7LAJaU489zuQES67S/94D2cLip5DrUGYx7h5nBR+Czo84GiY6PM723sH/MKMKcQxzktGbkBuc3JjccaCtWFRTRuwE95cpLELUt1uzb5R/840jiPfnltBywKyDO1ZHvuxp3jztascz5e5deUmc/ki+fEFlpf6bP7wTZYo2FodMHj3LtnJ04yLEjFxqz6/eMzHufftpQojHDaAT9y0I6VCPN0RLVjtfPc0se7aG3GnHjST81+uCoKW/jad5Axh9Hy44gr4XeOaNBpi3OLSN6it8o4DaARxb2E1n5uNFFhqOpMqQEHREFetFE1ZiIbWKXV0xr0A+4EB9OrF3aHwlRbgEtqida6tiScDeqND7WUAdCQaZXLTlMLYycLY3X3qpfCT7ozJYdVe9ff2/bsnkpI8UlBN8ou6YKU3a01ftTfLSEMj1AOeVqAef1KVrasORhq/rvq0mQTttoWQ1ikF+wju6bOpQpGIf3FdMOU0lhHFDB3WEnyVQSRHRobM5MyroeiViUIhOCkRLVFRSjJEHHNlDhkoIz9Z5gqEeTIFQwY2uiOaeqHQFOnSECuunfhXizFZFe43U7/pyLgc0Mtz5lb6PPXMJ3jtf3+PUi0L/eNINub6269wphjRK8Zkq1tsvnaTlXPnMAvzrM+tA0opihGQ0sekN1gK8XxvWY68Zho2+Wj7bje8SZK06pyAJGDcvVlE2UoL3DfJtVJz93X+zZWegF8NrInvjfo29UZdc8FTYxI0pNnEGopAnl5vUohWrSzVugwWY5rlSjck9++b37FWG4C/sxyY8Lk7iSrVO2+SxLRRmhrrzs3QviRqb/XemSTUSjA5O/KIf2lZ238p6Da0CgmjcKKlxX0qCZ+Vttbx8qeUS/ueO4nGwSkBxBooutqrmR41rk6tSzXh/rvK3e70MfxAkofzhWzXqQvMIcRjaQXxii9X+ltcWCDjtKElqSpZ+PThsjIocww51gUfe40xPrz7W1zAUmmjIX91DlFXTZiBd5OUpK3runRr64R46o02qzxDJrX3aNang56qtzxK9a6ZP/apH6e30GdhcZlRUXL79m3KwYjl/jzWgB2N0XtruDvr9AcOg2BtjljDWJ1f+BT6pBVTzWjvVotMJ0oboI7fr7PWnv0Ln4ayTfcmjXFW6gGk7YboPVza8cu7ylm1uXqwtuLj8RgEK1kjzabWUADz2B5GMoxk3Xkn73bXe9R+/s3nunvZtYYunsT7NnBNVb8kIo8D/w44BXwH+AuqOhKROeBfA38YeA/4GVW9vJdCdfWNBscWA8In16exJOLIVgPE9ppqfDlEm/v6iPhf7kS1pHN+XRtUiDCxXWDKi9cc4GRpY0DX9HfpRe3BJJWusqR5VzsaRVBvXO+B1JCMcEkBRJIChDok+xLVHTGs1Gxux9Xcks60nm0j/+Q6P9FdVyRq5FVa+GJigLCY3MpTYkNIHakzruQtzSaleE0bcgxgNcQPly1U5/3keEWB+UBLMXywqmEsPR8CAfG5mlCmMEjnsVwSufEA3FWn6AByoO0N0p4wbaepzTCiQbstGJVb2OUzPPXxp7lSWB6/+Cgn8jneeeFbbIplvLGBGQ1w16/Ru7xEtnEMvXCC+RPLqM2954Urq1Wt1lqMgaJoxo2vyxv7drJIJ/xzyUCg1DRFmzevjpMgVlX9VKvNSYAJyie9bvK7wyIUE3Rg7CuttQCxfREy06LF1FSTov6ijCZ11NqYJSgavmWo5upSLV6p6Za9gPpeNPRfAl5Ojv8u8Cuq+mHgDvDlkP5l4E5I/5Vw3Y5S7xifmpKTZqVqNEnq47ihgj/WKj099tLVMM28t3M5bHiWTK1HK/dOgPejcKWpm+hi2M2fu47ftvP7INLWXFS11lohzFdoRW81TdmJWk1o0fFZEULOivpPnICT6jh99nX+TY1dg7mU3jcti1Z51wOPaO3pAzS2HRTq62O9xSmlQimOwgwoZYAyoGRAwYiBGXqNsdqtvqh2v1GN3hJ+5WkR2VsVSrWUBgqUIgRq0o7RttbK0+PYuq1J0Q6NbqIfSIaIJQNvLRjH6vod/vhPPcuYEb/zzd/lpZde5szZh7l1b41VV1AWY/qrm+irbzF84WXMG+9zYs2yOBL60sMGDTRq2o6yoni6yl33he3/au27jmHeXMqf8t5ldd65+m/n+8RNKlL3wRZdogaLrRaeWQyZWDJjfDC2xGo2kmElI7PWD25BQ7fiKbpUq/efFmuMt9pC7lP/Wpr9bmVXGrqIXAT+DPB3gL8i/g6fB34+XPKvgL8F/Crw58J3gK8B/0hERHdrk9FtvnmTuF484i9MgKbjF9NG6hp0ALYfAassjH/gJZr4de8M8F35fUD8bUgXr9y2RHZqcDWJdqyRXwoJrtWmYSustM38YKpJrJagMYfgXKnFVE+spu5c4X6pFo6nNmotr1K7AxAn3LzE9vT5VG3rtEFPNULtu5r2qjSgZPu8fLSMK0dIViAyxAoIGc5YlB6FFoH/9EG0jPFqvjrPX6OQlSMsuQ9NK2BQMqNI5jxtgzZ0i66Jzi6Zbo63zHg1oIYS68OLhXb2Pvclg9GA3kKPR564yL23f8hbI0UGq7Ax5MSWcMzO4a5twL2CY6cd/feGZPMrvOcGlKZX+XMXWoYNt8M2fcEqdskEvv/TYB1pMFWj1h6tPKpJ/4lFPpXnSpNDr+KgpPkkv+tsv3h+ok1NTYk2tgZseR9F6szk3kIxKf1iJ95JsEhiQYAfyEXoVC0b1MueXSy87JZy+fvAXweWw/Ep4K7GFQZwFbgQvl8AroQCFiJyL1z/bpqhiHwF+ArA3LE6yFWUamVlkGjQV42jiRmPXy2XmivxRU1uSPoo/URIbRoC1RLsEFXZm/WRJlT/IyOtLJNyqtYTihFcRISyTDjf5P+4Es8lFkeIczWpASdcQ6SChECbuBoUUxq6vZdpKn5wTDahCGBb/UQmXShrTZ2EZ/KFkYRXUgHKGmgdwbSRODmUtl9TC6+54HbsixrYK4+DQJagjVb14OGanjhiUipIMMHroRqMwvNSGWCcQGFQI37nIRmj6rBlgZMsAGaBGIvT3FuIMa6KglP/IotxjGXkA3YZ4zW0GDExUDq+4GH1gjcbSFca+hpNhgJoauhKCj5hlgbrRhQCpd+FBDMe0e/DmIyrm4Yrl69zbHUDt2g4219ibXUA4y1Wlsac7p+iLAuWywzz7pDvf+87XPj4xzh/6SLjbMxGsclWPuDeaA0pwdkCJ2P/fjhB1Td4KZHq8r7ecT1IjLfin1+0yBKaQlxokjogWJsHjzROFNcZU70e7DQZ2uMaC1VttK5nWtIB0vPoDQ5cfXC01L20GWvKhtfCb5ytYVLZPy//rEz0vBEP8L6OYRATJUbc7RqwtpMdAV1EvgTcUtXviMjndp3zDqKqXwW+CrB8Yee1lRUNsM25dppAoyM8CJnQjBtg5SVapBHkJ2mZ9njcdEls59e4d6WhxsQkl9aN0om4NN90QNIqTSfz7pCU+9uN5ZFqIV38YM2t75zXbqRLo512j8j3hgPfLrHviA+1m8bicM5vEwYEXhhEXDXoTwLQNp8TFtfe6zZZ19bEjTUMiyGbozXOnD/O2I0YXhtw9f3r3L5TsOx6SOEoSoOOfa2uvPoyF+QpPvPxT7DWy8nGYMwcK8eP8d7oHm6UMTR3w2Smp0P8svXpM0++vyfKQZJet5mbfLc6rttLG+3uvLbOTWrpRkxFM1Wfnf04eR4035WqHiTfU0u1fbxL2Y2G/seAPysiXwTmgRXgHwDHRSQLWvpF4Fq4/hrwCHBVRDLgGH5ydKqoNh8sdD3GeK0mFzQnRxvnO+7RBq+Ju3wAFIlc8Xbn2+XovKbRsSeL1dU+SgSdZnpbJGgB6THU95wYk+J3rcvSHASkas94LtW8af9GIAXRNqi3yxrLMO1xtAekaeegdZ+Jl65dtvgSeQ5G1fnVpyKoK4AM7xqXrPgLcUhU/DpiwVJKiYgNFFUTvOP3NojvJDvRMN3nC2+aqK08mobjLdZ4lz/xpWcZbA64fv0d3n/jNQbvrjN6Z53Bq6+zMRpTjgFKlsoBveE6V156ieyhh+mZeU48fBYzyMH0WFk6zdWNV1gf+/1EFfyEcCxXsM7qQb/brzr2n4bG7Zp8916lq012A45dcxRdgN64TuvfpvWM/H8T2plylCR+QI1mR0BX1eeA50JhPwf8NVX9BRH5deCn8Z4ufwn4r+En/y0c/144/1t74c+7y0CFMl3gvV32EXDvl8bXJe2BIlItKWcfBt3qeC+iSqL13adCt6Q9aIjsDm/qgXK6VtkE8MQCYDogx/K0B43dSJPS6cpbGtc2Bq3EOlHVZO/HWoOPoO9DyoKEvT6ttVhjseE4vW/aV+MS8e3BuFv2BFJSlxMxlK5EcmFQrrMxWAPg+KXjnLv4aUarjmOjRX7/1/4Dw8uv+UVFwMbNdxgMx7xn+5x2GZntkaEUCL1TJ1lcWeHU8kMU98ZslmWgFupFMU1FJSoCHui7BrmU6gAafHxXvRua+jbNuJc2Tn+z3V9ahrZ11FaApgE6reuAhtbuL9n9Sy97urgG9C+JyBN4MD8J/AHw51V1KCLzwK8BnwLeB35WVd/cId814JVdF+TwyGlacwdHQI5ineBo1uso1gmOZr12qtNjqnpmp0z2BOgPSkTk26r66f0ux/2Wo1ivo1gnOJr1Oop1gqNZr/tVp0OzUnQmM5nJTGayvcwAfSYzmclMjogcFED/6n4X4AHJUazXUawTHM16HcU6wdGs132p04Hg0Gcyk5nMZCY/uhwUDX0mM5nJTGbyI8q+A7qIfEFEXhGR10Xkl/e7PHsREfnnInJLRF5M0k6KyG+KyGvh80RIFxH5h6Gez4vIM/tX8ukiIo+IyG+LyPdF5CUR+aWQfmjrJSLzIvItEfleqNPfDumPi8g3Q9n/vYj0QvpcOH49nL+0n+XfTkTEisgfiMjXw/FRqNNlEXlBRL4rIt8OaYe2/wGIyHER+ZqI/EBEXhaRzz6IOu0roIuPUfmPgT8NPA38nIg8vZ9l2qP8S+ALrbRfBr6hqk8C3wjH4Ov4ZPj7Cj6Q2UGUAvirqvo08BngF8MzOcz1GgKfV9VPAJ8EviAin+E+RwzdJ3mgUVD3UX5SVT+ZuPId5v4HfnX9f1fVp4BP4J/Z/a9TGm/i//cf8FngN5Lj54Dn9rNMH6AOl4AXk+NXgPPh+3nglfD9nwA/13XdQf7DrwD+k0elXsAC8PvAH8Uv5MhCetUXgd8APhu+Z+E62e+yd9TlYgCCzwNfxy9DPNR1CuW7DJxupR3a/ocPf/JWu70fRJ32m3KpIjMGSaM2HlY5q6o3wvd3gLPh+6GrazDLPwV8k0Ner0BNfBe4Bfwm8Aa7jBgKxIihB01iFNQY8GTXUVA5uHUCHzDgf4jId8RHZYXD3f8eB24D/yLQY/9URBZ5AHXab0A/0qJ+eD2UbkQisgT8R+Avq+pqeu4w1ktVS1X9JF6r/SPAU/tcpB9JJImCut9leQDyrKo+g6ceflFEfiI9eQj7XwY8A/yqqn4K2KCmV4D7V6f9BvQYmTFKGrXxsMpNETkPED5vhfRDU1cRyfFg/m9U9T+F5ENfLwBVvQv8Np6OOC5SbQLZFTEU2WXE0H2QGAX1Mj6m0udJoqCGaw5bnQBQ1Wvh8xbwn/ED8GHuf1eBq6r6zXD8NTzA3/c67Teg/1/gyTAz3wN+Fh+t8TBLjDYJk1Eo/2KYwf4McC8xtw6MiIgA/wx4WVX/XnLq0NZLRM6IyPHwvY+fE3gZD+w/HS7rihgK9yli6P0WVX1OVS+q6iX8e/NbqvoLHOI6AYjIoogsx+/AnwJe5BD3P1V9B7giIh8NST8FfJ8HUacDMGHwReBVPKf5N/a7PHss+78FbgBj/Cj8ZTwv+Q3gNeB/AifDtYL36HkDeAH49H6Xf0qdnsWbfs8D3w1/XzzM9QI+jo8I+jweHP5mSH8C+BbwOvDrwFxInw/Hr4fzT+x3HXao3+eArx+FOoXyfy/8vRQx4TD3v1DOTwLfDn3wvwAnHkSdZitFZzKTmczkiMh+Uy4zmclMZjKT+yQzQJ/JTGYykyMiM0CfyUxmMpMjIjNAn8lMZjKTIyIzQJ/JTGYykyMiM0CfyUxmMpMjIjNAn8lMZjKTIyIzQJ/JTGYykyMi/w9SWrvZ56no5wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(image)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create the RPC stub\n",
    "channel = implementations.insecure_channel(host, int(port))\n",
    "stub = prediction_service_pb2.beta_create_PredictionService_stub(channel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create the request object and set the name and signature_name params\n",
    "request = predict_pb2.PredictRequest()\n",
    "request.model_spec.name = 'deeplab'\n",
    "request.model_spec.signature_name = 'predict_images'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fill in the request object with the necessary data\n",
    "request.inputs['images'].CopyFrom(\n",
    "  tf.contrib.util.make_tensor_proto(image.astype(dtype=np.float32), shape=[1, height, width, 3]))\n",
    "\n",
    "request.inputs['height'].CopyFrom(tf.contrib.util.make_tensor_proto(height, shape=[1]))\n",
    "request.inputs['width'].CopyFrom(tf.contrib.util.make_tensor_proto(width, shape=[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# sync requests\n",
    "result_future = stub.Predict(request, 30.)\n",
    "\n",
    "# For async requests\n",
    "# result_future = stub.Predict.future(request, 10.)\n",
    "# result_future = result_future.result()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get the results\n",
    "output = np.array(result_future.outputs['segmentation_map'].int64_val)\n",
    "height = result_future.outputs['segmentation_map'].tensor_shape.dim[1].size\n",
    "width = result_future.outputs['segmentation_map'].tensor_shape.dim[2].size\n",
    "\n",
    "image_mask = np.reshape(output, (height, width))\n",
    "plt.imshow(image_mask)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,10))\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(image, 'gray', interpolation='none')\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(image, 'gray', interpolation='none')\n",
    "plt.imshow(image_mask, 'jet', interpolation='none', alpha=0.7)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py2",
   "language": "python",
   "name": "py2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
